In linguistic morphology and information retrieval, stemming is the process of reducing inflected (or sometimes derived) words to their word stem, base or root form—generally a written word form. The stem need not be identical to the morphological root of the word; it is usually sufficient that related words map to the same stem, even if this stem is not in itself a valid root. Algorithms for stemming have been studied in computer science since the 1960s. Many search engines treat words with the same stem as synonyms as a kind of query expansion, a process called conflation.
A computer program or subroutine that stems word may be called a stemming program, stemming algorithm, or stemmer.
Examples[edit]
A stemmer for English operating on the stem cat should identify such strings as cats, catlike, and catty. A stemming algorithm might also reduce the words fishing, fished, and fisher to the stem fish. The stem need not be a word, for example the Porter algorithm reduces, argue, argued, argues, arguing, and argus to the stem argu.
History[edit]
The first published stemmer was written by Julie Beth Lovins in 1968.[1] This paper was remarkable for its early date and had great influence on later work in this area.[citation needed] Her paper refers to three earlier major attempts at stemming algorithms, by Professor John W. Tukey of Princeton University, the algorithm developed at Harvard University by Michael Lesk, under the direction of Professor Gerard Salton, and a third algorithm developed by James L. Dolby of R and D Consultants, Los Altos, California.
A later stemmer was written by Martin Porter and was published in the July 1980 issue of the journal Program. This stemmer was very widely used and became the de facto standard algorithm used for English stemming. Dr. Porter received the Tony Kent Strix award in 2000 for his work on stemming and information retrieval.
Many implementations of the Porter stemming algorithm were written and freely distributed; however, many of these implementations contained subtle flaws. As a result, these stemmers did not match their potential. To eliminate this source of error, Martin Porter released an official free software (mostly BSD-licensed) implementation[2] of the algorithm around the year 2000. He extended this work over the next few years by building Snowball, a framework for writing stemming algorithms, and implemented an improved English stemmer together with stemmers for several other languages.
The Paice-Husk Stemmer was developed by Chris D Paice at Lancaster University in the late 1980s, it is an iterative stemmer and features an externally stored set of stemming rules. The standard set of rules provides a ‘strong’ stemmer and may specify the removal or replacement of an ending. The replacement technique avoids the need for a separate stage in the process to recode or provide partial matching. Paice also developed a direct measurement for comparing stemmers based on counting the over-stemming and under-stemming errors.
Algorithms[edit]
Unsolved problem in computer science:
Is there any perfect stemming algorithm in English language?
There are several types of stemming algorithms which differ in respect to performance and accuracy and how certain stemming obstacles are overcome.
A simple stemmer looks up the inflected form in a lookup table. The advantages of this approach are that it is simple, fast, and easily handles exceptions. The disadvantages are that all inflected forms must be explicitly listed in the table: new or unfamiliar words are not handled, even if they are perfectly regular (e.g. cats ~ cat), and the table may be large. For languages with simple morphology, like English, table sizes are modest, but highly inflected languages like Turkish may have hundreds of potential inflected forms for each root.
A lookup approach may use preliminary part-of-speech tagging to avoid overstemming.[3]
The production technique[edit]
The lookup table used by a stemmer is generally produced semi-automatically. For example, if the word is «run», then the inverted algorithm might automatically generate the forms «running», «runs», «runned», and «runly». The last two forms are valid constructions, but they are unlikely.[citation needed].
Suffix-stripping algorithms[edit]
Suffix stripping algorithms do not rely on a lookup table that consists of inflected forms and root form relations. Instead, a typically smaller list of «rules» is stored which provides a path for the algorithm, given an input word form, to find its root form. Some examples of the rules include:
- if the word ends in ‘ed’, remove the ‘ed’
- if the word ends in ‘ing’, remove the ‘ing’
- if the word ends in ‘ly’, remove the ‘ly’
Suffix stripping approaches enjoy the benefit of being much simpler to maintain than brute force algorithms, assuming the maintainer is sufficiently knowledgeable in the challenges of linguistics and morphology and encoding suffix stripping rules. Suffix stripping algorithms are sometimes regarded as crude given the poor performance when dealing with exceptional relations (like ‘ran’ and ‘run’). The solutions produced by suffix stripping algorithms are limited to those lexical categories which have well known suffixes with few exceptions. This, however, is a problem, as not all parts of speech have such a well formulated set of rules. Lemmatisation attempts to improve upon this challenge.
Prefix stripping may also be implemented. Of course, not all languages use prefixing or suffixing.
Additional algorithm criteria[edit]
Suffix stripping algorithms may differ in results for a variety of reasons. One such reason is whether the algorithm constrains whether the output word must be a real word in the given language. Some approaches do not require the word to actually exist in the language lexicon (the set of all words in the language). Alternatively, some suffix stripping approaches maintain a database (a large list) of all known morphological word roots that exist as real words. These approaches check the list for the existence of the term prior to making a decision. Typically, if the term does not exist, alternate action is taken. This alternate action may involve several other criteria. The non-existence of an output term may serve to cause the algorithm to try alternate suffix stripping rules.
It can be the case that two or more suffix stripping rules apply to the same input term, which creates an ambiguity as to which rule to apply. The algorithm may assign (by human hand or stochastically) a priority to one rule or another. Or the algorithm may reject one rule application because it results in a non-existent term whereas the other overlapping rule does not. For example, given the English term friendlies, the algorithm may identify the ies suffix and apply the appropriate rule and achieve the result of friendl. Friendl is likely not found in the lexicon, and therefore the rule is rejected.
One improvement upon basic suffix stripping is the use of suffix substitution. Similar to a stripping rule, a substitution rule replaces a suffix with an alternate suffix. For example, there could exist a rule that replaces ies with y. How this affects the algorithm varies on the algorithm’s design. To illustrate, the algorithm may identify that both the ies suffix stripping rule as well as the suffix substitution rule apply. Since the stripping rule results in a non-existent term in the lexicon, but the substitution rule does not, the substitution rule is applied instead. In this example, friendlies becomes friendly instead of friendl’.
Diving further into the details, a common technique is to apply rules in a cyclical fashion (recursively, as computer scientists would say). After applying the suffix substitution rule in this example scenario, a second pass is made to identify matching rules on the term friendly, where the ly stripping rule is likely identified and accepted. In summary, friendlies becomes (via substitution) friendly which becomes (via stripping) friend.
This example also helps illustrate the difference between a rule-based approach and a brute force approach. In a brute force approach, the algorithm would search for friendlies in the set of hundreds of thousands of inflected word forms and ideally find the corresponding root form friend. In the rule-based approach, the three rules mentioned above would be applied in succession to converge on the same solution. Chances are that the brute force approach would be slower, as lookup algorithms have a direct access to the solution, while rule-based should try several options, and combinations of them, and then choose which result seems to be the best.
Lemmatisation algorithms[edit]
A more complex approach to the problem of determining a stem of a word is lemmatisation. This process involves first determining the part of speech of a word, and applying different normalization rules for each part of speech. The part of speech is first detected prior to attempting to find the root since for some languages, the stemming rules change depending on a word’s part of speech.
This approach is highly conditional upon obtaining the correct lexical category (part of speech). While there is overlap between the normalization rules for certain categories, identifying the wrong category or being unable to produce the right category limits the added benefit of this approach over suffix stripping algorithms. The basic idea is that, if the stemmer is able to grasp more information about the word being stemmed, then it can apply more accurate normalization rules (which unlike suffix stripping rules can also modify the stem).
Stochastic algorithms[edit]
Stochastic algorithms involve using probability to identify the root form of a word. Stochastic algorithms are trained (they «learn») on a table of root form to inflected form relations to develop a probabilistic model. This model is typically expressed in the form of complex linguistic rules, similar in nature to those in suffix stripping or lemmatisation. Stemming is performed by inputting an inflected form to the trained model and having the model produce the root form according to its internal ruleset, which again is similar to suffix stripping and lemmatisation, except that the decisions involved in applying the most appropriate rule, or whether or not to stem the word and just return the same word, or whether to apply two different rules sequentially, are applied on the grounds that the output word will have the highest probability of being correct (which is to say, the smallest probability of being incorrect, which is how it is typically measured).
Some lemmatisation algorithms are stochastic in that, given a word which may belong to multiple parts of speech, a probability is assigned to each possible part. This may take into account the surrounding words, called the context, or not. Context-free grammars do not take into account any additional information. In either case, after assigning the probabilities to each possible part of speech, the most likely part of speech is chosen, and from there the appropriate normalization rules are applied to the input word to produce the normalized (root) form.
n-gram analysis[edit]
Some stemming techniques use the n-gram context of a word to choose the correct stem for a word.[4]
Hybrid approaches[edit]
Hybrid approaches use two or more of the approaches described above in unison. A simple example is a suffix tree algorithm which first consults a lookup table using brute force. However, instead of trying to store the entire set of relations between words in a given language, the lookup table is kept small and is only used to store a minute amount of «frequent exceptions» like «ran => run». If the word is not in the exception list, apply suffix stripping or lemmatisation and output the result.
Affix stemmers[edit]
In linguistics, the term affix refers to either a prefix or a suffix. In addition to dealing with suffixes, several approaches also attempt to remove common prefixes. For example, given the word indefinitely, identify that the leading «in» is a prefix that can be removed. Many of the same approaches mentioned earlier apply, but go by the name affix stripping. A study of affix stemming for several European languages can be found here.[5]
Matching algorithms[edit]
Such algorithms use a stem database (for example a set of documents that contain stem words). These stems, as mentioned above, are not necessarily valid words themselves (but rather common sub-strings, as the «brows» in «browse» and in «browsing»). In order to stem a word the algorithm tries to match it with stems from the database, applying various constraints, such as on the relative length of the candidate stem within the word (so that, for example, the short prefix «be», which is the stem of such words as «be», «been» and «being», would not be considered as the stem of the word «beside»).[citation needed].
Language challenges[edit]
While much of the early academic work in this area was focused on the English language (with significant use of the Porter Stemmer algorithm), many other languages have been investigated.[6][7][8][9][10]
Hebrew and Arabic are still considered difficult research languages for stemming. English stemmers are fairly trivial (with only occasional problems, such as «dries» being the third-person singular present form of the verb «dry», «axes» being the plural of «axe» as well as «axis»); but stemmers become harder to design as the morphology, orthography, and character encoding of the target language becomes more complex. For example, an Italian stemmer is more complex than an English one (because of a greater number of verb inflections), a Russian one is more complex (more noun declensions), a Hebrew one is even more complex (due to nonconcatenative morphology, a writing system without vowels, and the requirement of prefix stripping: Hebrew stems can be two, three or four characters, but not more), and so on.
Multilingual stemming[edit]
Multilingual stemming applies morphological rules of two or more languages simultaneously instead of rules for only a single language when interpreting a search query. Commercial systems using multilingual stemming exist.[citation needed]
Error metrics[edit]
There are two error measurements in stemming algorithms, overstemming and understemming. Overstemming is an error where two separate inflected words are stemmed to the same root, but should not have been—a false positive. Understemming is an error where two separate inflected words should be stemmed to the same root, but are not—a false negative. Stemming algorithms attempt to minimize each type of error, although reducing one type can lead to increasing the other.
For example, the widely used Porter stemmer stems «universal», «university», and «universe» to «univers». This is a case of overstemming: though these three words are etymologically related, their modern meanings are in widely different domains, so treating them as synonyms in a search engine will likely reduce the relevance of the search results.
An example of understemming in the Porter stemmer is «alumnus» → «alumnu», «alumni» → «alumni», «alumna»/»alumnae» → «alumna». This English word keeps Latin morphology, and so these near-synonyms are not conflated.
Applications[edit]
Stemming is used as an approximate method for grouping words with a similar basic meaning together. For example, a text mentioning «daffodils» is probably closely related to a text mentioning «daffodil» (without the s). But in some cases, words with the same morphological stem have idiomatic meanings which are not closely related: a user searching for «marketing» will not be satisfied by most documents mentioning «markets» but not «marketing».
Information retrieval[edit]
Stemmers are common elements in query systems such as Web search engines. The effectiveness of stemming for English query systems were soon found to be rather limited, however, and this has led early information retrieval researchers to deem stemming irrelevant in general.[11] An alternative approach, based on searching for n-grams rather than stems, may be used instead. Also, stemmers may provide greater benefits in other languages than English.[12][13]
Domain analysis[edit]
Stemming is used to determine domain vocabularies in domain analysis.[14]
Use in commercial products[edit]
Many commercial companies have been using stemming since at least the 1980s and have produced algorithmic and lexical stemmers in many languages.[15][16]
The Snowball stemmers have been compared with commercial lexical stemmers with varying results.[17][18]
Google Search adopted word stemming in 2003.[19] Previously a search for «fish» would not have returned «fishing». Other software search algorithms vary in their use of word stemming. Programs that simply search for substrings will obviously find «fish» in «fishing» but when searching for «fishes» will not find occurrences of the word «fish».
Text mining[edit]
Stemming is used as a task in pre-processing texts before performing text mining analyses on it.
See also[edit]
- Computational linguistics
- Derivation—stemming is a form of reverse derivation
- Inflection
- Lemma (morphology)—linguistic definition
- Lemmatization
- Lexeme
- Morphology (linguistics)
- Natural language processing—stemming is generally regarded as a form of NLP
- NLTK—implements several stemming algorithms in Python
- Root (linguistics)—linguistic definition of the term «root»
- Snowball (programming language)—designed for creating stemming algorithms
- Stem (linguistics)—linguistic definition of the term «stem»
- Text mining—stemming algorithms play a major role in commercial NLP software
References[edit]
- ^ Lovins, Julie Beth (1968). «Development of a Stemming Algorithm» (PDF). Mechanical Translation and Computational Linguistics. 11: 22–31.
- ^ «Porter Stemming Algorithm».
- ^ Yatsko, V. A.; Y-stemmer
- ^ McNamee, Paul (September 2005). «Exploring New Languages with HAIRCUT at CLEF 2005» (PDF). CEUR Workshop Proceedings. 1171. Retrieved 2017-12-21.
- ^ Jongejan, B.; and Dalianis, H.; Automatic Training of Lemmatization Rules that Handle Morphological Changes in pre-, in- and Suffixes Alike, in the Proceedings of the ACL-2009, Joint conference of the 47th Annual Meeting of the Association for Computational Linguistics and the 4th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Singapore, August 2–7, 2009, pp. 145-153
[1] - ^ Dolamic, Ljiljana; and Savoy, Jacques; Stemming Approaches for East European Languages (CLEF 2007)
- ^ Savoy, Jacques; Light Stemming Approaches for the French, Portuguese, German and Hungarian Languages, ACM Symposium on Applied Computing, SAC 2006, ISBN 1-59593-108-2
- ^ Popovič, Mirko; and Willett, Peter (1992); The Effectiveness of Stemming for Natural-Language Access to Slovene Textual Data, Journal of the American Society for Information Science, Volume 43, Issue 5 (June), pp. 384–390
- ^ Stemming in Hungarian at CLEF 2005
- ^ Viera, A. F. G. & Virgil, J. (2007); Uma revisão dos algoritmos de radicalização em língua portuguesa, Information Research, 12(3), paper 315
- ^ Baeza-Yates, Ricardo; and Ribeiro-Neto, Berthier (1999); Modern Information Retrieval, ACM Press/Addison Wesley
- ^ Kamps, Jaap; Monz, Christof; de Rijke, Maarten; and Sigurbjörnsson, Börkur (2004); Language-Dependent and Language-Independent Approaches to Cross-Lingual Text Retrieval, in Peters, C.; Gonzalo, J.; Braschler, M.; and Kluck, M. (eds.); Comparative Evaluation of Multilingual Information Access Systems, Springer Verlag, pp. 152–165
- ^ Airio, Eija (2006); Word Normalization and Decompounding in Mono- and Bilingual IR, Information Retrieval 9:249–271
- ^ Frakes, W.; Prieto-Diaz, R.; & Fox, C. (1998). «DARE: Domain Analysis and Reuse Environment», Annals of Software Engineering (5), pp. 125-141
- ^ Language Extension Packs Archived 14 September 2011 at the Wayback Machine, dtSearch
- ^ Building Multilingual Solutions by using Sharepoint Products and Technologies Archived 17 January 2008 at the Wayback Machine, Microsoft Technet
- ^ CLEF 2003: Stephen Tomlinson compared the Snowball stemmers with the Hummingbird lexical stemming (lemmatization) system
- ^ CLEF 2004: Stephen Tomlinson «Finnish, Portuguese and Russian Retrieval with Hummingbird SearchServer»
- ^ The Essentials of Google Search, Web Search Help Center, Google Inc.
Further reading[edit]
- Dawson, J. L. (1974); Suffix Removal for Word Conflation, Bulletin of the Association for Literary and Linguistic Computing, 2(3): 33–46
- Frakes, W. B. (1984); Term Conflation for Information Retrieval, Cambridge University Press
- Frakes, W. B. & Fox, C. J. (2003); Strength and Similarity of Affix Removal Stemming Algorithms, SIGIR Forum, 37: 26–30
- Frakes, W. B. (1992); Stemming algorithms, Information retrieval: data structures and algorithms, Upper Saddle River, NJ: Prentice-Hall, Inc.
- Hafer, M. A. & Weiss, S. F. (1974); Word segmentation by letter successor varieties, Information Processing & Management 10 (11/12), 371–386
- Harman, D. (1991); How Effective is Suffixing?, Journal of the American Society for Information Science 42 (1), 7–15
- Hull, D. A. (1996); Stemming Algorithms – A Case Study for Detailed Evaluation, JASIS, 47(1): 70–84
- Hull, D. A. & Grefenstette, G. (1996); A Detailed Analysis of English Stemming Algorithms, Xerox Technical Report
- Kraaij, W. & Pohlmann, R. (1996); Viewing Stemming as Recall Enhancement, in Frei, H.-P.; Harman, D.; Schauble, P.; and Wilkinson, R. (eds.); Proceedings of the 17th ACM SIGIR conference held at Zurich, August 18–22, pp. 40–48
- Krovetz, R. (1993); Viewing Morphology as an Inference Process, in Proceedings of ACM-SIGIR93, pp. 191–203
- Lennon, M.; Pierce, D. S.; Tarry, B. D.; & Willett, P. (1981); An Evaluation of some Conflation Algorithms for Information Retrieval, Journal of Information Science, 3: 177–183
- Lovins, J. (1971); Error Evaluation for Stemming Algorithms as Clustering Algorithms, JASIS, 22: 28–40
- Lovins, J. B. (1968); Development of a Stemming Algorithm, Mechanical Translation and Computational Linguistics, 11, 22—31
- Jenkins, Marie-Claire; and Smith, Dan (2005); Conservative Stemming for Search and Indexing
- Paice, C. D. (1990); Another Stemmer, SIGIR Forum, 24: 56–61
- Paice, C. D. (1996) Method for Evaluation of Stemming Algorithms based on Error Counting, JASIS, 47(8): 632–649
- Popovič, Mirko; and Willett, Peter (1992); The Effectiveness of Stemming for Natural-Language Access to Slovene Textual Data, Journal of the American Society for Information Science, Volume 43, Issue 5 (June), pp. 384–390
- Porter, Martin F. (1980); An Algorithm for Suffix Stripping, Program, 14(3): 130–137
- Savoy, J. (1993); Stemming of French Words Based on Grammatical Categories Journal of the American Society for Information Science, 44(1), 1–9
- Ulmschneider, John E.; & Doszkocs, Tamas (1983); A Practical Stemming Algorithm for Online Search Assistance[permanent dead link], Online Review, 7(4), 301–318
- Xu, J.; & Croft, W. B. (1998); Corpus-Based Stemming Using Coocurrence of Word Variants, ACM Transactions on Information Systems, 16(1), 61–81
External links[edit]
- Apache OpenNLP—includes Porter and Snowball stemmers
- SMILE Stemmer—free online service, includes Porter and Paice/Husk’ Lancaster stemmers (Java API)
- Themis—open source IR framework, includes Porter stemmer implementation (PostgreSQL, Java API)
- Snowball—free stemming algorithms for many languages, includes source code, including stemmers for five romance languages
- Snowball on C#—port of Snowball stemmers for C# (14 languages)
- Python bindings to Snowball API
- Ruby-Stemmer—Ruby extension to Snowball API
- PECL—PHP extension to the Snowball API
- Oleander Porter’s algorithm—stemming library in C++ released under BSD
- Unofficial home page of the Lovins stemming algorithm—with source code in a couple of languages
- Official home page of the Porter stemming algorithm—including source code in several languages
- Official home page of the Lancaster stemming algorithm—Lancaster University, UK
- Official home page of the UEA-Lite Stemmer —University of East Anglia, UK
- Overview of stemming algorithms
- PTStemmer—A Java/Python/.Net stemming toolkit for the Portuguese language
- jsSnowball—open source JavaScript implementation of Snowball stemming algorithms for many languages
- Snowball Stemmer—implementation for Java
- hindi_stemmer—open source stemmer for Hindi
- czech_stemmer—open source stemmer for Czech
- Comparative Evaluation of Arabic Language Morphological Analysers and Stemmers
- Tamil Stemmer
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1
stemming
- stemming
- n
Англо-русский строительный словарь.
.
2011.Англо-русский словарь строительных терминов > stemming
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2
stemming
Персональный Сократ > stemming
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3
stemming
1. n очистка от черешков, чистка
2. n запруживание, перегораживание
3. n остановка, останавливание
4. n горн. забойка
5. n горн. пыж
6. n горн. спорт. торможение
Синонимический ряд:
1. springing (verb) arising; coming; coming from; deriving; deriving from; emanating; flowing; heading; issuing; originating; proceeding; rising; springing
English-Russian base dictionary > stemming
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4
stemming
- поиск с учетом морфологических особенностей какого-либо языка
- забойка
Англо-русский словарь нормативно-технической терминологии > stemming
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5
stemming
I
[ʹstemıŋ]очистка от черешков, чистка ()
II
[ʹstemıŋ]1. 1) запруживание, перегораживание
2) остановка, останавливание
2) пыж
НБАРС > stemming
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6
stemming
2) возникновение; происхождение
•
English-Russian electronics dictionary > stemming
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7
stemming
2) возникновение; происхождение
•
The New English-Russian Dictionary of Radio-electronics > stemming
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8
stemming
Большой англо-русский и русско-английский словарь > stemming
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9
stemming
Англо-русский словарь технических терминов > stemming
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10
stemming
English-Russian dictionary of geology > stemming
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11
stemming
Англо-русский словарь нефтегазовой промышленности > stemming
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12
stemming
Универсальный англо-русский словарь > stemming
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13
stemming
1) происхождение; 2) запруживание
Англо русский политехнический словарь > stemming
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14
stemming
забойка (при торпедировании скважин).
English-Russian dictionary of terms for geological exploration drilling > stemming
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15
stemming
English-Russian dictionary of computer science and programming > stemming
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16
stemming
2 (n) забойка; запруживание; останавливание; остановка; очистка от черешков; перегораживание; торможение; чистка
* * *
происхождение
происхождения
пыж
Новый англо-русский словарь > stemming
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17
stemming
Англо-русский словарь по авиации > stemming
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18
stemming
• забойка (забоечный материал), пыж
Англо-русский словарь по ядерным испытаниям и горному делу > stemming
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19
stemming
English-russian automobile dictionary > stemming
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20
stemming
Англо-русский толковый словарь терминов и сокращений по ВТ, Интернету и программированию. > stemming
Страницы
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См. также в других словарях:
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Stemming — is the process for reducing inflected (or sometimes derived) words to their stem, base or root form ndash; generally a written word form. The stem need not be identical to the morphological root of the word; it is usually sufficient that related… … Wikipedia
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Stemming — es un método para reducir una palabra a su raíz o (en inglés) a un stem o tema. Hay algunos algoritmos de stemming que ayudan en sistemas de recuperación de información. Stemming aumenta el recall que es una medida sobre el número de documentos… … Wikipedia Español
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Stemming — es un método para reducir una palabra a su raíz o mejor a un stem o tema. Hay algunos algoritmos de stemming que ayudan en sistemas de recuperación de información. Stemming aumenta el recall que es una medida sobre el número de documentos que se… … Enciclopedia Universal
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Stemming — Als Stemming (Grundformenreduktion, Normalformenreduktion) bezeichnet man im Information Retrieval ein Verfahren, mit dem verschiedene morphologische Varianten eines Wortes auf ihren gemeinsamen Wortstamm zurückgeführt werden, z. B. Wikis… … Deutsch Wikipedia
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Stemming — Dt. Bildung von Wortstämmen . Bezeichnet die Reduzierung eines Wortes auf seinen Wortstamm. Stemming wird von fortschrittlichen Suchdiensten genutzt, um die Zahl gefundener Suchergebnisse zu maximieren und den Recall zu verbessern. Stemming… … SEO Wörterbuch
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Stemming — Normalformenreduktion; Grundformenreduktion * * * Stemming [von engl. stem »Stamm«], die Rückführung von Wörtern auf ihre Wortstämme als Strategie zur Verbesserung einer Suche in Dokumenten (Dokumentsuchsystem). Stemming ermöglicht es, einen… … Universal-Lexikon
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Stemming — Stem Stem, v. t. [imp. & p. p. {Stemmed}; p. pr. & vb. n. {Stemming}.] [Either from stem, n., or akin to stammer; cf. G. stemmen to press against.] To oppose or cut with, or as with, the stem of a vessel; to resist, or make progress against; to… … The Collaborative International Dictionary of English
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stemming — noun a) Movement against a current, especially a tidal current. b) A process for removing the inflexional, and sometimes derivational, affixes from words. See Also: stemming algorithm … Wiktionary
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stemming search — kaitomoji paieška statusas T sritis informatika apibrėžtis Paieška pagal įvairias pateikto žodžio gramatines formas. Pavyzdžiui, pateikus žodį „žmogus“ turėtų būti pateikiami radiniai, kuriuose yra bet kuris iš žodžių: „žmogus“, „žmogaus“,… … Enciklopedinis kompiuterijos žodynas
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stemming — stem n. central stalk of a plant; petiole; slender part which connects or supports; main part of a word to which affixes are added (Grammar); family line of descent, ancestry v. arise, come from, originate; remove the stem from; stop, check, dam… … English contemporary dictionary
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stemming — present part of stem … Useful english dictionary
запруживание, перегораживание, очистка от черешков, чистка
существительное ↓
- очистка от черешков, чистка (ягод)
- запруживание, перегораживание
- остановка, останавливание
stemming of a flow of blood — остановка кровотечения
- забойка (скважины)
- пыж
- спорт. торможение (лыжами)
Мои примеры
Словосочетания
legal tanglements stemming from the museum’s refusal to return the looted carvings — правовые осложнения, вытекающие отказа из музея вернуть украденные резные работы
preformed stemming — патронированная забойка
sand-stemming between the charges of explosives — песчаные прослойки при зарядке скважин взрывными веществами
sand stemming — песчаная забойка
saw-dust-and-clay stemming — забойка из смеси глины с опилками
stemming cartridge — забоечный патрон
stemming list — список очередности постановки судов к причалу
stemming machine — машина для отделения плодоножек; машина для забойки
stemming of flow of blood — остановка кровотечения
stemming plug — забоечный патрон
stemming ratio — коэффициент забойки
Возможные однокоренные слова
stem — происходить, задерживать, запруживать, стебель, ствол, стержень, основа, ножка, род
These examples may contain rude words based on your search.
These examples may contain colloquial words based on your search.
Suggestions
The need for more cooperative initiatives aimed at stemming the trafficking of small arms was emphasized by some delegations.
Некоторые делегации подчеркнули необходимость в активизации совместных инициатив, направленных на пресечение торговли стрелковым оружием.
Many commercial companies have been using stemming since at least the 1980s and have produced algorithmic and lexical stemmers in many languages.
Многие коммерческие компании уже используют стемминг, по крайней мере, с 1980-х годов и разработали алгоритмические и лексические стеммеры для многих языков.
Emphasis will also be put on stemming the flow of precursor chemicals and identifying and seizing illicit proceeds.
Особое внимание будет уделяться также пресечению поставок химических веществ-прекурсоров, а также выявлению и изъятию незаконных доходов.
Special attention must continue to be accorded to stemming the proliferation of small arms, mercenaries and child soldiers.
Необходимо продолжать уделять особое внимание усилиям по пресечению распространения стрелкового оружия, прекращению использования сторонами наемников и детей-солдат.
Those forces will focus on stemming the increasing influx of drugs transiting the national territory and other goods smuggled into the country.
Эти силы сосредоточат свои усилия на пресечении расширяющегося притока наркотиков, который идет транзитом через национальную территорию, и других товаров, завозимых контрабандой в страну.
A constructive dialogue needs to be evolved for stemming proliferation without unduly constraining peaceful uses of nuclear energy.
Необходимо обеспечить проведение конструктивного диалога о мерах по пресечению распространения, которые не приводили бы к неоправданному ограничению использования ядерной энергии в мирных целях.
The international community has developed priority programmes aimed at stemming trafficking in and consumption of opiates originating in Afghanistan.
Международное сообщество разработало приоритетные программы, направленные на пресечение незаконного оборота и потребления афганских опиатов.
It shares with other Governments the responsibility of facing up to the task of the prevention of this epidemic and of stemming its spread.
Оно разделяет с другими правительствами ответственность за выполнение задачи по предотвращению этой эпидемии и пресечению ее распространения.
Effective communication between the Board and competent national authorities were of critical importance in stemming the flow of precursor chemicals into illicit channels.
Эффективная связь между Комитетом и компетент-ными национальными органами имеет решающее зна-чение для пресечения утечки химических веществ-прекурсоров в незаконные каналы.
At the regional level, Tunisia had concluded a number of bilateral agreements on issues such as assessing threats and stemming terrorist financing.
На региональном уровне Тунис заключил ряд двусторонних соглашений по таким вопросам, как оценка угроз и пресечение финансирования терроризма.
Lebanon was among the first States in the region to adopt a scientific approach to stemming the spread of HIV.
Ливан был одним из первых государств региона, которое приняло научный подход к работе по пресечению распространения ВИЧ.
UNEP had also been encouraging interaction between Governments and producers which also had a vested interest in stemming illegal trade.
Наряду с этим ЮНЕП поощряла взаимодействие между правительствами и производителями, также заинтересованными в пресечении незаконной торговли.
The availability of opportunities for testing is also important in stemming the spread of HIV/AIDS.
Наличие возможностей для тестирования также имеет большое значение для пресечения распространения ВИЧ/СПИДа.
The United Nations needs to mobilize its considerable field presence in identifying and stemming the tide of illegal business activity.
Организации Объединенных Наций необходимо мобилизовать свои мощные представительства на местах на выявление и пресечение усиливающейся незаконной коммерческой деятельности.
Defense and Military Contacts projects expand contacts between defense establishments to promote objectives that include stemming the proliferation of FSU WMD.
Проекты оборонительных и военных контактов расширяют контакты между военными ведомствами в интересах достижения целей, включая пресечение распространения ОМУ из бывшего Советского Союза.
Representatives welcomed the Board’s recommendations on stemming trafficking in drugs through the Internet.
Представители приветствовали рекомендации Комитета, касающиеся пресечения оборота психоактивных средств через Интернет.
Progress in stemming other lethal infectious diseases remains elusive.
Не наблюдается ощутимого прогресса и в предупреждении других инфекционных болезней, чреватых летальным исходом.
They also assist companies in various transactions stemming business.
Nonetheless, countries have taken action towards stemming the tide of gender-based violence.
Это не означает, что страны не принимают меры для борьбы с нарастающей проблемой гендерного насилия.
Suggestions that contain stemming
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PRONUNCIATION OF STEMMING
GRAMMATICAL CATEGORY OF STEMMING
Stemming is a verb.
WHAT DOES STEMMING MEAN IN ENGLISH?
Stemming
In linguistic morphology and information retrieval, stemming is the process for reducing inflected words to their stem, base or root form—generally a written word form. The stem need not be identical to the morphological root of the word; it is usually sufficient that related words map to the same stem, even if this stem is not in itself a valid root. Algorithms for stemming have been studied in computer science since the 1960s. Many search engines treat words with the same stem as synonyms as a kind of query expansion, a process called conflation. Stemming programs are commonly referred to as stemming algorithms or stemmers.
CONJUGATION OF THE VERB TO STEMMING
PRESENT
Present
I stem
you stem
he/she/it stems
we stem
you stem
they stem
Present continuous
I am stemming
you are stemming
he/she/it is stemming
we are stemming
you are stemming
they are stemming
Present perfect
I have stemmed
you have stemmed
he/she/it has stemmed
we have stemmed
you have stemmed
they have stemmed
Present perfect continuous
I have been stemming
you have been stemming
he/she/it has been stemming
we have been stemming
you have been stemming
they have been stemming
Present tense is used to refer to circumstances that exist at the present time or over a period that includes the present time. The present perfect refers to past events, although it can be considered to denote primarily the resulting present situation rather than the events themselves.
PAST
Past
I stemmed
you stemmed
he/she/it stemmed
we stemmed
you stemmed
they stemmed
Past continuous
I was stemming
you were stemming
he/she/it was stemming
we were stemming
you were stemming
they were stemming
Past perfect
I had stemmed
you had stemmed
he/she/it had stemmed
we had stemmed
you had stemmed
they had stemmed
Past perfect continuous
I had been stemming
you had been stemming
he/she/it had been stemming
we had been stemming
you had been stemming
they had been stemming
Past tense forms express circumstances existing at some time in the past,
FUTURE
Future
I will stem
you will stem
he/she/it will stem
we will stem
you will stem
they will stem
Future continuous
I will be stemming
you will be stemming
he/she/it will be stemming
we will be stemming
you will be stemming
they will be stemming
Future perfect
I will have stemmed
you will have stemmed
he/she/it will have stemmed
we will have stemmed
you will have stemmed
they will have stemmed
Future perfect continuous
I will have been stemming
you will have been stemming
he/she/it will have been stemming
we will have been stemming
you will have been stemming
they will have been stemming
The future is used to express circumstances that will occur at a later time.
CONDITIONAL
Conditional
I would stemming
you would stemming
he/she/it would stemming
we would stemming
you would stemming
they would stemming
Conditional continuous
I would be stemming
you would be stemming
he/she/it would be stemming
we would be stemming
you would be stemming
they would be stemming
Conditional perfect
I would have stemming
you would have stemming
he/she/it would have stemming
we would have stemming
you would have stemming
they would have stemming
Conditional perfect continuous
I would have been stemming
you would have been stemming
he/she/it would have been stemming
we would have been stemming
you would have been stemming
they would have been stemming
Conditional or «future-in-the-past» tense refers to hypothetical or possible actions.
IMPERATIVE
Imperative
you stem
we let´s stem
you stem
The imperative is used to form commands or requests.
NONFINITE VERB FORMS
Present Participle
stemming
Infinitive shows the action beyond temporal perspective. The present participle or gerund shows the action during the session. The past participle shows the action after completion.
Synonyms and antonyms of stemming in the English dictionary of synonyms
SYNONYMS OF «STEMMING»
The following words have a similar or identical meaning as «stemming» and belong to the same grammatical category.
Translation of «stemming» into 25 languages
TRANSLATION OF STEMMING
Find out the translation of stemming to 25 languages with our English multilingual translator.
The translations of stemming from English to other languages presented in this section have been obtained through automatic statistical translation; where the essential translation unit is the word «stemming» in English.
Translator English — Chinese
遏制
1,325 millions of speakers
Translator English — Spanish
derivada
570 millions of speakers
English
stemming
510 millions of speakers
Translator English — Hindi
stemming
380 millions of speakers
Translator English — Arabic
النابعة
280 millions of speakers
Translator English — Russian
вытекающие
278 millions of speakers
Translator English — Portuguese
decorrentes
270 millions of speakers
Translator English — Bengali
গৌন
260 millions of speakers
Translator English — French
découlant
220 millions of speakers
Translator English — Malay
Berpunca
190 millions of speakers
Translator English — German
stamm
180 millions of speakers
Translator English — Japanese
ステミング
130 millions of speakers
Translator English — Korean
형태소
85 millions of speakers
Translator English — Javanese
Stemming
85 millions of speakers
Translator English — Vietnamese
xuất phát
80 millions of speakers
Translator English — Tamil
தடுக்கப்பட்ட
75 millions of speakers
Translator English — Marathi
कसले
75 millions of speakers
Translator English — Turkish
kaynaklanan
70 millions of speakers
Translator English — Italian
derivanti
65 millions of speakers
Translator English — Polish
wynikający
50 millions of speakers
Translator English — Ukrainian
випливають
40 millions of speakers
Translator English — Romanian
rezultă
30 millions of speakers
Translator English — Greek
που απορρέουν
15 millions of speakers
Translator English — Afrikaans
spruit
14 millions of speakers
Translator English — Swedish
stemming
10 millions of speakers
Translator English — Norwegian
stemming
5 millions of speakers
Trends of use of stemming
TENDENCIES OF USE OF THE TERM «STEMMING»
The term «stemming» is quite widely used and occupies the 26.398 position in our list of most widely used terms in the English dictionary.
FREQUENCY
Quite widely used
The map shown above gives the frequency of use of the term «stemming» in the different countries.
Principal search tendencies and common uses of stemming
List of principal searches undertaken by users to access our English online dictionary and most widely used expressions with the word «stemming».
FREQUENCY OF USE OF THE TERM «STEMMING» OVER TIME
The graph expresses the annual evolution of the frequency of use of the word «stemming» during the past 500 years. Its implementation is based on analysing how often the term «stemming» appears in digitalised printed sources in English between the year 1500 and the present day.
Examples of use in the English literature, quotes and news about stemming
10 ENGLISH BOOKS RELATING TO «STEMMING»
Discover the use of stemming in the following bibliographical selection. Books relating to stemming and brief extracts from same to provide context of its use in English literature.
1
Principles of Data Mining
15.3. Stop. Words. and. Stemming. With the bag-of-words approach, it is possible
to have tens of thousands of different words occurring in a fairly small set of
documents. Many of them are not important for the learning task and their usage
can …
2
Stemming Inflation: The Office of Emergency Preparedness and …
The Office of Emergency Preparedness and the 90-day Freeze United States.
Office of Emergency Preparedness. STEMMING INFLATION The Office of
Emergency Preparedness and the 90- Day Freeze Harry B. Yoshpe John F.
Allums …
United States. Office of Emergency Preparedness, 1972
3
Stemming Middle-Class Decline: The Challenges to Economic …
The Challenges to Economic Development Planning Nancey Green Leigh.
Middle-Class Decline The Challenges to Stemming Middle-Class Decline
Stemming Middle-Class Decline The Challenges to Economic. Stemming Cover.
Human Rights Watch. The Libyan government allowed Human Rights Watch to
interview all relevant government officials dealing with migration, including top
officials in the General People’s Committees for Foreign Liaison and International
…
5
Stemming the Tide:: Controlling Introductions of …
Controlling Introductions of Nonindigenous Species by Ships’ Ballast Water
Committee on Ships’ Ballast Operations, Marine Board, Commission on
Engineering and Technical Systems, National Research Council. MANAGING
BALLAST …
Committee on Ships’ Ballast Operations, Marine Board, Commission on Engineering and Technical Systems, 1996
George J. Mardo. INTRODUCTION: BY JOE AND JANE NATURE «It’s a
responsibility that we kreate kharacters that will enhance what we cherish most,
the mirror images of ourselves. We have chosen not to reside within the pages of
this book …
7
Stemming the Tide:: Controlling Introductions of …
This expert volume Assesses current national and international approaches to the problem and makes recommendations for U.S. government agencies, the U.S. maritime industry, and the member states of the International Maritime Organization.
Commission on Engineering and Technical Systems, Division on Engineering and Physical Sciences, National Research Council, 1996
8
Information Access through Search Engines and Digital Libraries
This chapter describes two algorithms for probabilistic stemming. A probabilistic
stemmer aims at detecting word stems by using a probabilistic or statistical model
with no or very little knowledge about the language for which the stemmer has …
9
Rock Fragmentation by Blasting
Where the desired results cannot be obtained with the use of stemming alone,
due to logistic or economic barriers, other means of explosive confinement have
to be used. Method three, using a Stemming Enhancement Cone, is the subject
of …
10
Text Mining: Predictive Methods for Analyzing Unstructured …
When the normalization is confined to regularizing grammatical variants such as
singular/plural and present/past, the process is called “inflectional stemming.” In
linguistic terminology, this is called “morphological analysis.” In some languages
…
Sholom M. Weiss, Nitin Indurkhya, Tong Zhang, 2010
10 NEWS ITEMS WHICH INCLUDE THE TERM «STEMMING»
Find out what the national and international press are talking about and how the term stemming is used in the context of the following news items.
Norfolk man convicted on charges stemming from tax scheme
NORFOLK, Va. (AP) — A Norfolk man faces up to 128 years in prison following his conviction on charges stemming from a tax refund scheme. U.S. Attorney Dana … «Washington Times, Jul 15»
Stemming brain drain
It’s been less than a month, but summer vacation may have already taken a firm hold in all-too-familiar ways as parents look to juggle busy work lives, alternative … «Buffalo News, Jul 15»
Official pleads guilty in case stemming from time in office
CARRINGTON, N.D. (AP) — A former North Dakota county official has pleaded guilty to a charge stemming from a state investigation into his time in office. «WDAZ, Jul 15»
Man in Germany dies of complications stemming from Mers virus
Man in Germany dies of complications stemming from Mers virus. Victim succumbed to a lung disease after recovering from the infection he is believed to have … «The Guardian, Jun 15»
Trucker indicted on 2 charges stemming from fatal crash
NEW BRUNSWICK >> A tractor-trailer driver has been indicted on aggravated manslaughter charges stemming from a crash that killed a woman on a central … «The Trentonian, Jun 15»
Church leaders plan event stemming from concern over officer …
Several church leaders announced Monday that they will gather for a mass meeting Wednesday to seek unity, justice and direction in regards to the death of … «Charleston Post Courier, Jun 15»
Saved by the Bell star found guilty of two charges stemming from …
TV actor Dustin Diamond has been found guilty of two charges stemming from a barroom brawl. A jury in Wisconsin cleared the former Saved By The Bell star of … «Newstalk 106-108 fm, May 15»
Stemming the Tide of Fake Medicines
A flood of fraudulent medicines sold mostly in the developing world is threatening the health of hundreds of thousands, if not millions, of people in those nations … «New York Times, May 15»
Dementia treatment: Stemming the tide of loss
Susan Sypkens first noticed something was amiss with her husband, John, 15 years ago, when he started to forget small details and lose things. «It’s a series of … «The Age, May 15»
European ministers hold talks on stemming tide of migrants
Lorient (France) (AFP) — Defence ministers from five EU countries will meet Sunday for talks on a military campaign to stop human trafficking and reinforce the … «Business Insider, May 15»
REFERENCE
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STEM
abbr.
science, technology, engineering, and mathematics
stem 1
(stĕm)
n.
1.
a. The main ascending part of a plant; a stalk or trunk.
b. A slender stalk supporting or connecting another plant part, such as a leaf or flower.
c. A banana stalk bearing several bunches of bananas.
2. A connecting or supporting part, especially:
a. The tube of a tobacco pipe.
b. The slender upright support of a wineglass or goblet.
c. The small projecting shaft with an expanded crown by which a watch is wound.
d. The rounded rod in the center of certain locks about which the key fits and is turned.
e. The shaft of a feather or hair.
f. The upright stroke of a typeface or letter.
g. Music The vertical line extending from the head of a note.
3. The main line of descent of a family.
4. Linguistics The main part of a word to which affixes are added.
5. Nautical The curved upright beam at the fore of a vessel into which the hull timbers are scarfed to form the prow.
6. The tubular glass structure mounting the filament or electrodes in an incandescent bulb or vacuum tube.
v. stemmed, stem·ming, stems
v.intr.
To have or take origin or descent: Her success stems mostly from hard work.
v.tr.
1. To remove the stem of: stemmed the apples.
2. To provide with a stem: wine glasses that are stemmed.
3. To make headway against (a tide or current, for example).
Idiom:
from stem to stern
From one end to another.
Synonyms: stem1, arise, derive, emanate, flow, issue, originate, proceed, rise, spring
These verbs mean to come forth or come into being: customs that stem from the past; misery that arose from war; rights that derive from citizenship; disapproval that emanated from the teacher; happiness that flows from their friendship; prejudice that issues from fear; a proposal that originated in the Congress; a mistake that proceeded from carelessness; rebellion that rises in the provinces; new industries that spring from technology.
stem 2
(stĕm)
v. stemmed, stem·ming, stems
v.tr.
1. To stop or stanch (a flow): stemmed the bleeding.
2. To restrain or stop: wanted to stem the growth of government.
3. To plug or tamp (a blast hole, for example).
4. Sports To turn (a ski, usually the uphill ski) by moving the heel outward.
v.intr. Sports
To stem a ski or both skis, as in making a turn.
[Middle English stemmen, from Old Norse stemma.]
American Heritage® Dictionary of the English Language, Fifth Edition. Copyright © 2016 by Houghton Mifflin Harcourt Publishing Company. Published by Houghton Mifflin Harcourt Publishing Company. All rights reserved.
stem
(stɛm)
n
1. (Botany) the main axis of a plant, which bears the leaves, axillary buds, and flowers and contains a hollow cylinder of vascular tissue
2. (Botany) any similar subsidiary structure in such plants that bears a flower, fruit, or leaf
3. (Botany) a corresponding structure in algae and fungi
4. any long slender part, such as the hollow part of a tobacco pipe that lies between the bit and the bowl, or the support between the base and the bowl of a wineglass, goblet, etc
5. (Plants) a banana stalk with several bunches attached
6. (Heraldry) the main line of descent or branch of a family
7. (Mechanical Engineering) a round pin in some locks on which a socket in the end of a key fits and about which it rotates
8. (Mechanical Engineering) any projecting feature of a component: a shank or cylindrical pin or rod, such as the pin that carries the winding knob on a watch
9. (Linguistics) linguistics the form of a word that remains after removal of all inflectional affixes; the root of a word, esp as occurring together with a thematic element. Compare root19
10. (Printing, Lithography & Bookbinding) the main, usually vertical, stroke of a letter or of a musical note such as a minim
11. (Electrical Engineering) electronics the tubular glass section projecting from the base of a light bulb or electronic valve, on which the filament or electrodes are mounted
12. (Nautical Terms)
a. the main upright timber or structure at the bow of a vessel
b. the very forward end of a vessel (esp in the phrase from stem to stern)
vb, stems, stemming or stemmed
13. (usually foll by: from) to be derived; originate: the instability stems from the war.
14. (Nautical Terms) (tr) to make headway against (a tide, wind, etc)
15. (tr) to remove or disengage the stem or stems from
16. (tr) to supply (something) with a stem or stems
[Old English stemn; related to Old Norse stafn stem of a ship, German Stamm tribe, Gothic stōma basis, Latin stāmen thread]
ˈstemˌlike adj
ˈstemmer n
stem
(stɛm)
vb, stems, stemming or stemmed
1. (tr) to restrain or stop (the flow of something) by or as if by damming up
2. (tr) to pack tightly or stop up
3. (Skiing) skiing to manoeuvre (a ski or skis), as in performing a stem
n
(Skiing) skiing a technique in which the heel of one ski or both skis is forced outwards from the direction of movement in order to slow down or turn
[C15 stemmen, from Old Norse stemma; related to Old Norse stamr blocked, stammering, German stemmen to prop; see stammer]
ˈstemmer n
Stem
(stɛm)
n
(Music, other) die Stem (di) the South African national anthem until 1991, when part of it was incorporated into the current anthem, Nkosi Sikelel’ iAfrika. See Nkosi Sikelel’ iAfrika
[C19: from Afrikaans, the call]
Collins English Dictionary – Complete and Unabridged, 12th Edition 2014 © HarperCollins Publishers 1991, 1994, 1998, 2000, 2003, 2006, 2007, 2009, 2011, 2014
stem1
(stɛm)
n., v. stemmed, stem•ming. n.
1. the ascending axis of a plant, whether above or below ground, which ordinarily grows in an opposite direction to the root.
2. the stalk that supports a leaf, flower, or fruit.
3. a stalk of bananas.
4. something resembling or suggesting a leaf or flower stalk.
5. a long, slender part: the stem of a tobacco pipe.
6. the slender, vertical part of a goblet, wineglass, etc., between the bowl and the base.
7. a projection from the rim of a watch, having on its end a knob for winding the watch.
8. the circular rod in some locks about which the key fits and rotates.
9. the stock or line of descent of a family, esp. its original ancestry.
10. the underlying form of a word, consisting of a root alone or a root plus an affix, to which inflectional endings may be added.
11. the vertical line forming part of a musical note.
12. the main or relatively thick stroke of a letter in printing.
v.t.
13. to remove the stem from (a leaf, fruit, etc.).
v.i.
14. to arise or originate (usu. fol. by from).
[before 900; (n.) Middle English; Old English stemn, stefn, akin to Middle Dutch, Middle Low German, Old High German stam stem, Old Saxon, Old Norse stamn stem3]
stem′less, adj.
stem′like`, adj.
stem2
(stɛm)
v. stemmed, stem•ming,
n. v.t.
1. to stop, check, or restrain.
2. to dam up; stop the flow of (a stream, river, or the like).
3. to tamp, plug, or make tight, as a hole or joint.
4. to maneuver (a ski or skis) in executing a stem.
5. to stanch (bleeding).
v.i.
6. to execute a stem.
n.
7. an act or instance whereby a skier pushes the heel of one or both skis outward, as in making certain turns or to slow down.
[1400–50; late Middle English stemmen < Old Norse stemma to dam]
stem4
(stɛm)
n., v. stemmed, stem•ming. n.
1. (at the bow of a vessel) an upright into which the side timbers or plates are jointed.
2. the forward part of a vessel (often opposed to stern).
v.t.
3. to make headway against (a tide, current, gale, etc.).
4. to make progress against (any opposition).
[before 900; continuing Old English stefn, stemn (see stem1); Middle English stampne, stamyn(e) appar. < the c. Old Norse stamn, stafn]
Random House Kernerman Webster’s College Dictionary, © 2010 K Dictionaries Ltd. Copyright 2005, 1997, 1991 by Random House, Inc. All rights reserved.
stem
(stĕm)
1. The main, often long or slender part of a plant that usually grows upward above the ground and supports other parts, such as branches and leaves. Some underground plant structures, such as rhizomes and corms, are stems rather than roots.
2. A slender stalk supporting or connecting another plant part, such as a leaf or flower.
The American Heritage® Student Science Dictionary, Second Edition. Copyright © 2014 by Houghton Mifflin Harcourt Publishing Company. Published by Houghton Mifflin Harcourt Publishing Company. All rights reserved.
stem
— The stem of a tree is etymologically the upright part, the part that «stands» up, from its Germanic base sta-, «stand.»
See also related terms for stands.
Farlex Trivia Dictionary. © 2012 Farlex, Inc. All rights reserved.
stem
Past participle: stemmed
Gerund: stemming
Imperative |
---|
stem |
stem |
Present |
---|
I stem |
you stem |
he/she/it stems |
we stem |
you stem |
they stem |
Preterite |
---|
I stemmed |
you stemmed |
he/she/it stemmed |
we stemmed |
you stemmed |
they stemmed |
Present Continuous |
---|
I am stemming |
you are stemming |
he/she/it is stemming |
we are stemming |
you are stemming |
they are stemming |
Present Perfect |
---|
I have stemmed |
you have stemmed |
he/she/it has stemmed |
we have stemmed |
you have stemmed |
they have stemmed |
Past Continuous |
---|
I was stemming |
you were stemming |
he/she/it was stemming |
we were stemming |
you were stemming |
they were stemming |
Past Perfect |
---|
I had stemmed |
you had stemmed |
he/she/it had stemmed |
we had stemmed |
you had stemmed |
they had stemmed |
Future |
---|
I will stem |
you will stem |
he/she/it will stem |
we will stem |
you will stem |
they will stem |
Future Perfect |
---|
I will have stemmed |
you will have stemmed |
he/she/it will have stemmed |
we will have stemmed |
you will have stemmed |
they will have stemmed |
Future Continuous |
---|
I will be stemming |
you will be stemming |
he/she/it will be stemming |
we will be stemming |
you will be stemming |
they will be stemming |
Present Perfect Continuous |
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I have been stemming |
you have been stemming |
he/she/it has been stemming |
we have been stemming |
you have been stemming |
they have been stemming |
Future Perfect Continuous |
---|
I will have been stemming |
you will have been stemming |
he/she/it will have been stemming |
we will have been stemming |
you will have been stemming |
they will have been stemming |
Past Perfect Continuous |
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I had been stemming |
you had been stemming |
he/she/it had been stemming |
we had been stemming |
you had been stemming |
they had been stemming |
Conditional |
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I would stem |
you would stem |
he/she/it would stem |
we would stem |
you would stem |
they would stem |
Past Conditional |
---|
I would have stemmed |
you would have stemmed |
he/she/it would have stemmed |
we would have stemmed |
you would have stemmed |
they would have stemmed |
Collins English Verb Tables © HarperCollins Publishers 2011
ThesaurusAntonymsRelated WordsSynonymsLegend:
Noun | 1. | stem — (linguistics) the form of a word after all affixes are removed; «thematic vowels are part of the stem»
root word, root, theme, radical, base linguistics — the scientific study of language descriptor, form, signifier, word form — the phonological or orthographic sound or appearance of a word that can be used to describe or identify something; «the inflected forms of a word can be represented by a stem and a list of inflections to be attached» |
2. | stem — a slender or elongated structure that supports a plant or fungus or a plant part or plant organ
stalk gynophore — the stalk of a pistil that raises it above the receptacle carpophore — a slender stalk that furnishes an axis for a carpel corn stalk, cornstalk — the stalk of a corn plant filament — the stalk of a stamen funicle, funiculus — the stalk of a plant ovule or seed petiolule — the stalk of a leaflet cane — a strong slender often flexible stem as of bamboos, reeds, rattans, or sugar cane plant organ — a functional and structural unit of a plant or fungus sporangiophore — stalk bearing one or more sporangia cutting, slip — a part (sometimes a root or leaf or bud) removed from a plant to propagate a new plant through rooting or grafting tuber — a fleshy underground stem or root serving for reproductive and food storage rhizome, rootstalk, rootstock — a horizontal plant stem with shoots above and roots below serving as a reproductive structure axis — the main stem or central part about which plant organs or plant parts such as branches are arranged caudex — woody stem of palms and tree ferns internode — a segment of a stem between two nodes beanstalk — stem of a bean plant cladode, cladophyll, phylloclad, phylloclade — a flattened stem resembling and functioning as a leaf receptacle — enlarged tip of a stem that bears the floral parts caudex, stock — persistent thickened stem of a herbaceous perennial plant stipe — supporting stalk or stem-like structure especially of a pistil or fern frond or supporting a mushroom cap flower stalk, scape — erect leafless flower stalk growing directly from the ground as in a tulip leafstalk, petiole — the slender stem that supports the blade of a leaf bulb — a modified bud consisting of a thickened globular underground stem serving as a reproductive structure corm — solid swollen underground bulb-shaped stem or stem base and serving as a reproductive structure leaf node, node — (botany) the small swelling that is the part of a plant stem from which one or more leaves emerge branch — a division of a stem, or secondary stem arising from the main stem of a plant culm — stem of plants of the Gramineae halm, haulm — stems of beans and peas and potatoes and grasses collectively as used for thatching and bedding tree trunk, trunk, bole — the main stem of a tree; usually covered with bark; the bole is usually the part that is commercially useful for lumber |
|
3. | stem — cylinder forming a long narrow part of something
shank anchor, ground tackle — a mechanical device that prevents a vessel from moving handgrip, handle, grip, hold — the appendage to an object that is designed to be held in order to use or move it; «he grabbed the hammer by the handle»; «it was an old briefcase but it still had a good grip» key — metal device shaped in such a way that when it is inserted into the appropriate lock the lock’s mechanism can be rotated nail — a thin pointed piece of metal that is hammered into materials as a fastener pin — a small slender (often pointed) piece of wood or metal used to support or fasten or attach things wineglass — a glass that has a stem and in which wine is served cylinder — a surface generated by rotating a parallel line around a fixed line |
|
4. | stem — the tube of a tobacco pipe
pipe, tobacco pipe — a tube with a small bowl at one end; used for smoking tobacco tube, tubing — conduit consisting of a long hollow object (usually cylindrical) used to hold and conduct objects or liquids or gases |
|
5. | stem — front part of a vessel or aircraft; «he pointed the bow of the boat toward the finish line»
fore, prow, bow front — the side that is seen or that goes first vessel, watercraft — a craft designed for water transportation |
|
6. | stem — a turn made in skiing; the back of one ski is forced outward and the other ski is brought parallel to it
stem turn turning, turn — the act of changing or reversing the direction of the course; «he took a turn to the right» |
|
Verb | 1. | stem — grow out of, have roots in, originate in; «The increase in the national debt stems from the last war»
originate in — come from |
2. | stem — cause to point inward; «stem your skis»
orient — cause to point; «Orient the house towards the West» |
|
3. | stem — stop the flow of a liquid; «staunch the blood flow»; «stem the tide»
stanch, staunch, halt check — arrest the motion (of something) abruptly; «He checked the flow of water by shutting off the main valve» |
|
4. | stem — remove the stem from; «for automatic natural language processing, the words must be stemmed»
remove, take away, withdraw, take — remove something concrete, as by lifting, pushing, or taking off, or remove something abstract; «remove a threat»; «remove a wrapper»; «Remove the dirty dishes from the table»; «take the gun from your pocket»; «This machine withdraws heat from the environment» |
Based on WordNet 3.0, Farlex clipart collection. © 2003-2012 Princeton University, Farlex Inc.
stem
1
stem from something originate from, be caused by, derive from, arise from, flow from, emanate from, develop from, be generated by, be brought about by, be bred by, issue forth from Much of the instability stems from the economic effects of the war.
stem
2
verb stop, hold back, staunch, stay (archaic), check, contain, dam, curb, restrain, bring to a standstill, stanch He was still conscious, trying to stem the bleeding with his right hand.
Collins Thesaurus of the English Language – Complete and Unabridged 2nd Edition. 2002 © HarperCollins Publishers 1995, 2002
stem
noun
The main part of a word to which affixes are attached:
verb
To have as a source:
arise, come, derive, emanate, flow, issue, originate, proceed, rise, spring, upspring.
The American Heritage® Roget’s Thesaurus. Copyright © 2013, 2014 by Houghton Mifflin Harcourt Publishing Company. Published by Houghton Mifflin Harcourt Publishing Company. All rights reserved.
Stemming
- Stemming is the term used in linguistic morphology and information retrieval to describe the process for reducing inflected (or sometimes derived) words to their word stem, base or root form—generally a written word form.
- Stemming programs are commonly referred to as stemming algorithms or stemmers.
- NounPLstemmingsSUF-ing
- (nautical) Movement against a current, especially a tidal current.
- A process for removing the inflexional, and sometimes derivational, affixes from words.
- (rock climbing) The technique of bridging between two holds with hands and/or feet, applying forces to each in opposing directions in order to brace oneself in position.
- (nautical) Movement against a current, especially a tidal current.
- Verb
- present participle of stem.
- present participle of stem.
- More Examples
- Used in the Middle of Sentence
- Even if it were working perfectly, the stimulus would not come close to stemming the cascade of joblessness unleashed by this megarecession.
- Used in the Middle of Sentence
- Part-of-Speech Hierarchy
- Nouns
- Countable nouns
- Singularia tantum
- Uncountable nouns
- Uncountable nouns
- Countable nouns
- Verbs
- Verb forms
- Participles
- Present participles
- Present participles
- Participles
- Verb forms
- Nouns
Related Links:
- en stemmings
- en stemming the tide
Source: Wiktionary
Meaning of stemming for the defined word.
Grammatically, this word «stemming» is a noun, more specifically, a countable noun and a singularia tantum. It’s also a verb, more specifically, a verb form.
Definiteness: Level 1
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Definite ➨ Versatile
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WordReference Random House Learner’s Dictionary of American English © 2023 stem1 /stɛm/USA pronunciation
v.
stem2 /stɛm/USA pronunciation v. [~ + object], stemmed, stem•ming.
WordReference Random House Unabridged Dictionary of American English © 2023 stem1 (stem),USA pronunciation n.
v.t.
v.i.
stem′less, adj.
stem2
v.i. n. stem3 (stem),USA pronunciation
stem4 (stem),USA pronunciation
stem5 (stem),USA pronunciation v.t., stemmed, stem•ming.
Collins Concise English Dictionary © HarperCollins Publishers:: stem /stɛm/ n
vb (stems, stemming, stemmed)
Etymology: Old English stemn; related to Old Norse stafn stem of a ship, German Stamm tribe, Gothic stōma basis, Latin stāmen thread ˈstemˌlike adj stem /stɛm/ vb (stems, stemming, stemmed)
n
Etymology: 15th Century stemmen, from Old Norse stemma; related to Old Norse stamr blocked, stammering, German stemmen to prop; see stammer ‘stemming‘ also found in these entries (note: many are not synonyms or translations): |
|
WiktionaryRate this definition:0.0 / 0 votes
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stemmingnoun
Movement against a current, especially a tidal current.
-
stemmingnoun
A process for removing the inflexional, and sometimes derivational, affixes from words.
-
stemmingnoun
The technique of bridging between two holds with hands and/or feet, applying forces to each in opposing directions in order to brace oneself in position.
WikipediaRate this definition:0.0 / 0 votes
-
Stemming
In linguistic morphology and information retrieval, stemming is the process of reducing inflected (or sometimes derived) words to their word stem, base or root form—generally a written word form. The stem need not be identical to the morphological root of the word; it is usually sufficient that related words map to the same stem, even if this stem is not in itself a valid root. Algorithms for stemming have been studied in computer science since the 1960s. Many search engines treat words with the same stem as synonyms as a kind of query expansion, a process called conflation.
A computer program or subroutine that stems word may be called a stemming program, stemming algorithm, or stemmer.
Webster DictionaryRate this definition:0.0 / 0 votes
-
Stemming
of Stem
FreebaseRate this definition:0.0 / 0 votes
-
Stemming
In linguistic morphology and information retrieval, stemming is the process for reducing inflected words to their stem, base or root form—generally a written word form. The stem need not be identical to the morphological root of the word; it is usually sufficient that related words map to the same stem, even if this stem is not in itself a valid root. Algorithms for stemming have been studied in computer science since 1968. Many search engines treat words with the same stem as synonyms as a kind of query broadening, a process called conflation.
Stemming programs are commonly referred to as stemming algorithms or stemmers.
How to pronounce stemming?
How to say stemming in sign language?
Numerology
-
Chaldean Numerology
The numerical value of stemming in Chaldean Numerology is: 2
-
Pythagorean Numerology
The numerical value of stemming in Pythagorean Numerology is: 1
Examples of stemming in a Sentence
-
Nydia Velazquez:
It is my belief that the federal government must employ all appropriate mechanisms to prevent and address grievances stemming from alleged abusive practices.
-
Chaand Nagpaul:
These factors could have serious consequences for the NHS and public health teams as well as business, education and wider society — therefore stemming the spread of the virus in the community with a series of manageable, targeted measures must be the priority right now.
-
Lin Sternlicht:
An important technique to stop the stress response is to ground yourself in the present moment.Stress is often triggered by experiences that are not occurring in the moment, often stemming from past or future events and mind wandering, as such, grounding oneself is an effective technique to relieve stress. There are many techniques to ground yourself in the present moment, and the more you practice them the easier and more natural it will become.
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Ron Johnson:
Instead of trying to improve communications, Ron Johnson said, it appears ICE and its parent agency, DHS, are trying to root out Ron Johnson source. Ron Johnson believes the whistleblowers could face retribution for the revelation. The federal government has a very poor record of retaliation, we’ve held numerous hearings about this. It is really quite shocking how often the federal government retaliates. But I certainly will not stand for it, and I certainly don’t think this committee will stand for any retribution against those who had the courage to come forward to reveal this incident. Federal law expressly protects federal employees who provide information to Congress. In the Dec. 3 incident, USCIS agents were investigating Marquez for marriage fraud, stemming from his 2014 union with Mariya Chernykh, a Russian national married to Farook’s brother. Rodriguez told Johnson’s committee that it was a mistake for his agency’s San Bernardino office to refuse entry to ICE investigators.
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Kimmo Stenvall:
The last night comment on possible fines stemming from business transactions of Alcatel-Lucent is hurting the stock, the market is really sensitive about Nokia these days.
Popularity rank by frequency of use
stemming#10000#29687#100000
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