# Quantitative linguistics

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**Quantitative linguistics** (**QL**) is a sub-discipline of general linguistics and, more specifically, of mathematical linguistics. Quantitative linguistics deals with language learning, language change, and application as well as structure of natural languages. QL investigates languages using statistical methods; its most demanding objective is the formulation of language laws and, ultimately, of a general theory of language in the sense of a set of interrelated languages laws.^{[1]} Synergetic linguistics was from its very beginning specifically designed for this purpose.^{[2]}
QL is empirically based on the results of language statistics, a field which can be interpreted as statistics of languages or as statistics of any linguistic object. This field is not necessarily connected to substantial theoretical ambitions. Corpus linguistics and computational linguistics are other fields which contribute important empirical evidence.

## History

The earliest QL approaches date back in the ancient Greek and Indian world. One of the historical sources consists of applications of combinatorics to linguistic matters,^{[3]} another one is based on elementary statistical studies, which can be found under the header colometry and stichometry.^{[4]}

## Language laws in quantitative linguistics

In QL, the concept of law is understood as the class of law hypotheses which have been deduced from theoretical assumptions, are mathematically formulated, are interrelated with other laws in the field, and have sufficiently and successfully been tested on empirical data, i.e. which could not be refuted in spite of much effort to do so. Köhler writes about QL laws: “Moreover, it can be shown that these properties of linguistic elements and of the relations among them abide by universal laws which can be formulated strictly mathematically in the same way as common in the natural sciences. One has to bear in mind in this context that these laws are of stochastic nature; they are not observed in every single case (this would be neither necessary nor possible); they rather determine the probabilities of the events or proportions under study. It is easy to find counterexamples to each of the above-mentioned examples; nevertheless, these cases do not violate the corresponding laws as variations around the statistical mean are not only admissible but even essential; they are themselves quantitatively exactly determined by the corresponding laws. This situation does not differ from that in the natural sciences, which have since long abandoned the old deterministic and causal views of the world and replaced them by statistical/probabilistic models.“^{[5]}

## Some linguistic laws

There exist quite a number of proposed language laws, among them are:^{[6]}

- Law of diversification: If linguistic categories such as parts-of-speech or inflectional endings appear in various forms it can be shown that the frequencies of their occurrences in texts are controlled by laws.
- Length (or more generally, complexity) distributions. The investigation of text or dictionary frequencies of units of any kind with regard to their lengths yields regularly a number of distributions, depending on the given kind of the unit under study. By now, the following units have been studied:
- Law of the distribution of morph lengths;
- Law of the distribution of the lengths of rhythmical units;
- Law of the distribution of sentence lengths;
- Law of the distribution of syllable lengths;
- Law of the distribution of word lengths;

Other linguistic units which also abide by this law are e.g., letters (characters) of different complexities, the lengths of the so-called hrebs and of speech acts. The same holds for the distributions of sounds (phones) of different durations.

- Martin's law: This law concerns lexical chains which are obtained by looking up the definition of a word in a dictionary, then looking up the definition of the definition just obtained etc. Finally, all these definitions form a hierarchy of more and more general meanings, whereby the number of definitions decreases with increasing generality. Among the levels of this kind of hierarchy, there exists a number of lawful relations.
- Menzerath's law (also, in particular in linguistics, Menzerath-Altmann law): This law states that the sizes of the constituents of a construction decrease with increasing size of the construction under study. The longer, e.g. a sentence (measured in terms of the number of clauses) the shorter the clauses (measured in terms of the number of words), or: the longer a word (in syllables or morphs) the shorter the syllables or words in sounds).
- Rank-frequency laws: Virtually any kind of linguistic units abides by these relations. We will give here only a few illustrative examples:
- The words of a text are arranged according their text frequency and assigned a rank number and the corresponding frequency. Since George Kingsley Zipf (the well-known “Zipf’s Law”), a large number of mathematical models of the relation between rank and frequency has been proposed.
- A similar distribution between rank and frequency of sounds, phonemes, and letters can be observed.
- Word associations: Rank and frequency of associations subjects react with on a (word) stimulus.

- Law of language change: Growth processes in language such as vocabulary growth, the dispersion of foreign or loan words, changes in the inflectional system etc. abide by a law known in QL as Piotrowski law, and corresponds to growth models in other scientific disciplines. The Piotrowski law is a case of the so-called logistic model (cf. logistic equation). It was shown that it covers also language acquisition processes (cf. language acquisition law).
- Text block law: Linguistic units (e.g. words, letters, syntactic functions and constructions) show a specific frequency distribution in equally large text blocks.
- Zipf's law: The frequency of words is inversely proportional to their rank in frequency lists.
^{[7]}

## Stylistics

The study of poetic and also non-poetic styles can be based on statistical methods; moreover, it is possible to conduct corresponding investigations on the basis of the specific forms (parameters) language laws take in texts of different styles. In such cases, QL supports research into stylistics: One of the overall aims is evidence as objective as possible also in at least part of the domain of stylistic phenomena by referring to language laws. One of the central assumptions of QL is that some laws (e.g. the distribution of word lengths) require different models, at least different parameter values of the laws (distributions or functions) depending on the text sort a text belongs to. If poetic texts are under study QL methods form a sub-discipline of Quantitative Study of Literature (stylometrics).^{[8]}

## Important authors

- Gabriel Altmann (1931)
^{[9]} - Otto Behaghel (1854-1936]; cf. Behaghel's laws
- Karl-Heinz Best
^{[10]}^{[11]} - Sergej Grigor'evič Čebanov (1897–1966)
^{[12]} - William Palin Elderton (1877–1962)
^{[13]} - Gertraud Fenk-Oczlon
^{[14]} - Ernst Wilhelm Förstemann (1822–1906)
^{[15]} - Wilhelm Fucks (1902–1990)
^{[16]} - Peter Grzybek
^{[17]} - Gustav Herdan (1897–1968);
^{[18]}^{[19]} - Luděk Hřebíček (1934)
^{[20]} - Friedrich Wilhelm Kaeding (1843–1928)
^{[21]} - Reinhard Köhler
^{[22]} - Werner Lehfeldt (1943)
^{[23]} - Viktor Vasil'evič Levickij (1938-2012)
^{[24]} - Haitao Liu
^{[25]} - Helmut Meier (1897–1973)
- Paul Menzerath (1883–1954),
^{[26]}cf. Menzerath's law - Sizuo Mizutani (1926)
^{[27]} - Augustus de Morgan (1806–1871).
- Charles Muller, Straßburg
^{[28]} - Raijmund G. Piotrowski
^{[29]}^{[30]} - L.A. Sherman
- Juhan Tuldava (1922–2003)
^{[31]} - Andrew Wilson, Lancaster
^{[32]} - Albert Thumb (1865–1915)
^{[33]} - George Kingsley Zipf (1902–1950); cf. Zipf's law
- Eberhard Zwirner (1899–1984). Phonometry
^{[34]}

## See also

## Notes

- ↑ Reinhard Köhler:
*Gegenstand und Arbeitsweise der Quantitativen Linguistik*. In: Reinhard Köhler, Gabriel Altmann, Rajmund G. Piotrowski (Hrsg.):*Quantitative Linguistik - Quantitative Linguistics. Ein internationales Handbuch.*de Gruyter, Berlin/ New York 2005, pp. 1–16. ISBN 3-11-015578-8. - ↑ Reinhard Köhler:
*Synergetic linguistics*. In: Reinhard Köhler, Gabriel Altmann, Rajmund G. Piotrowski (Hrsg.):*Quantitative Linguistik - Quantitative Linguistics. Ein internationales Handbuch.*de Gruyter, Berlin/ New York 2005, pp. 760–774. ISBN 3-11-015578-8. - ↑ N.L. Biggs:
*The Roots of Combinatorics.*In:*Historia Mathematica*6, 1979, pp. 109–136. - ↑ Adam Pawłowski:
*Prolegomena to the History of Corpus and Quantitative Linguistics. Greek Antiquity.*In:*Glottotheory*1, 2008, pp. 48–54. - ↑ cf. note 1, pp. 1–2.
- ↑ cf. references: Köhler, Altmann, Piotrowski (eds.) (2005)
- ↑ H. Guiter, M. V. Arapov (eds.):
*Studies on Zipf's Law.*Bochum: Brockmeyer 1982. ISBN 3-88339-244-8. - ↑ Alexander Mehler:
*Eigenschaften der textuellen Einheiten und Systeme*. In: Reinhard Köhler, Gabriel Altmann, Rajmund G. Piotrowski (Hrsg.):*Quantitative Linguistik - Quantitative Linguistics. Ein internationales Handbuch.*de Gruyter, Berlin/ New York 2005, p. 325-348, esp.*Quantitative Stilistik*, pp. 339–340. ISBN 3-11-015578-8; Vivien Altmann, Gabriel Altmann:*Anleitung zu quantitativen Textanalysen. Methoden und Anwendungen.*Lüdenscheid: RAM-Verlag 2008, ISBN 978-3-9802659-5-9. - ↑ Grzybek, Peter, & Köhler, Reinhard (eds.) (2007):
*Exact Methods in the Study of Language and Text. Dedicated to Gabriel Altmann on the Occasion of his 75th Birthday.*Berlin/ New York: Mouton de Gruyter - ↑ de:Benutzer:Dr._Karl-Heinz_Best
- ↑ index
- ↑ de:Sergei Grigorjewitsch Tschebanow
- ↑ Best, Karl-Heinz (2009):
*William Palin Elderton (1877-1962).*Glottometrics 19, p. 99-101. - ↑ Homepage_Gertraud Fenk
- ↑ de:Ernst Förstemann; Karl-Heinz Best:
*Ernst Wilhelm Förstemann (1822-1906)*. In:*Glottometrics*12, 2006, pp. 77–86 - ↑ Dieter Aichele:
*Das Werk von W. Fucks*. In: Reinhard Köhler, Gabriel Altmann, Rajmund G. Piotrowski (Hrsg.):*Quantitative Linguistik - Quantitative Linguistics. Ein internationales Handbuch*. de Gruyter, Berlin/ New York 2005, pp. 152–158. ISBN 3-11-015578-8 - ↑ Peter Grzybek :: Homepage : Home / Kontakt Archived September 29, 2012, at the Wayback Machine.
- ↑ de:Gustav Herdan
- ↑ Herdan dimension - Laws in Quantitative Linguistics
- ↑ de:Luděk Hřebíček
- ↑ de:Friedrich Wilhelm Kaeding
- ↑ Universität Trier: Prof. Dr. Reinhard Köhler
- ↑ Georg-August-Universität Göttingen - Lehfeldt, Werner, Prof. em. Dr
- ↑ Festschrift on the occasion of the 70. anniversary:
*Problems of General, Germanic and Slavic Linguistics. Papers for 70-th Anniversary of Professor V. Levickij.*Herausgegeben von Gabriel Altmann, Iryna Zadoroshna, Yuliya Matskulyak. Books, Chernivtsi 2008. (No ISBN.) Levickij dedicated:*Glottometrics*, Heft 16, 2008; Emmerich Kelih:*Der Czernowitzer Beitrag zur Quantitativen Linguistik: Zum 70. Geburtstag von Prof. Dr. Habil. Viktor V. Levickij.*In:*Naukovyj Visnyk Černivec’koho Universytetu: Hermans’ka filolohija. Vypusk 407*, 2008, pp. 3–10. - ↑ Human-Language-Computer - staff Homepage, ZJU
- ↑ Karl-Heinz Best:
*Paul Menzerath (1883-1954)*. In:*Glottometrics*14, 2007, pp. 86–98 - ↑ Shizuo Mizutani; Portrait on the occasion of his 80. anniversary in:
*Glottometrics*12, 2006; about Mizutani: Naoko Maruyama:*Sizuo Mizutani (1926). The Founder of Japanese Quantitative Linguistics.*In:*Glottometrics*10, 2005, pp. 99–107. - ↑ Charles Muller:
*Initiation à la statistique linguistique*. Paris: Larousse 1968; German:*Einführung in die Sprachstatistik*. Hueber, München 1972. - ↑ Rajmund G. Piotrowski, R.G. Piotrovskij; cf. Piotrowski's law: http://lql.uni-trier.de/index.php/Change_in_language
- ↑ de:Piotrowski-Gesetz
- ↑
*Journal of Quantitative Linguistics*4, Nr. 1, 1997 (Festschrift in Honour of Juh. Tuldava) - ↑ Dr Andrew Wilson - Linguistics and English Language at Lancaster University
- ↑ de:Albert Thumb
- ↑ de:Eberhard Zwirner

## References

- Karl-Heinz Best:
*Quantitative Linguistik. Eine Annäherung*. 3., stark überarbeitete und ergänzte Auflage. Peust & Gutschmidt, Göttingen 2006, ISBN 3-933043-17-4. - Reinhard Köhler with the assistance of Christiane Hoffmann:
*Bibliography of Quantitative Linguistics.*Benjamins, Amsterdam/ Philadelphia 1995, ISBN 90-272-3751-4. - Reinhard Köhler, Gabriel Altmann, Gabriel, Rajmund G. Piotrowski (eds.):
*Quantitative Linguistik - Quantitative Linguistics. Ein internationales Handbuch – An International Handbook*. de Gruyter, Berlin/ New York 2005, ISBN 3-11-015578-8. - Haitao Liu & Wei Huang. Quantitative Linguistics：State of the Art, Theories and Methods.
*Journal of Zhejiang University (Humanities and Social Science)*. 2012，43(2)：178-192. in Chinese.