How to do Linguistics with R

Data exploration and statistical analysis

Natalia Levshina | Université catholique de Louvain
ISBN 9789027212245 | EUR 105.00 | USD 158.00
ISBN 9789027212252 | EUR 36.00 | USD 54.00
ISBN 9789027268457 | EUR 105.00/36.00*
| USD 158.00/54.00*
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This book provides a linguist with a statistical toolkit for exploration and analysis of linguistic data. It employs R, a free software environment for statistical computing, which is increasingly popular among linguists. How to do Linguistics with R: Data exploration and statistical analysis is unique in its scope, as it covers a wide range of classical and cutting-edge statistical methods, including different flavours of regression analysis and ANOVA, random forests and conditional inference trees, as well as specific linguistic approaches, among which are Behavioural Profiles, Vector Space Models and various measures of association between words and constructions. The statistical topics are presented comprehensively, but without too much technical detail, and illustrated with linguistic case studies that answer non-trivial research questions. The book also demonstrates how to visualize linguistic data with the help of attractive informative graphs, including the popular ggplot2 system and Google visualization tools.

This book has a companion website:

[Not in series, 195] 2015.  xi, 443 pp.
Publishing status: Available
Table of Contents
“Levshina’s book achieves something few other books on doing linguistics with R have achieved. She has written a book that makes sense even for novice users of R and for linguists not accustomed to statistical computing. Levshina writes in a pedagogically sensitive style, in friendly language, and with just the right amount of explanatory prose to lead the reader to insightful analyses. Taken together, the chapters introduce the reader to a sparkling variety of statistical methods. Best of all, from the point of view of linguists, real *linguistic *problems take centre stage throughout the book– the statistical methods are the means to answer intriguing linguistic questions, not an end in themselves.”
“This is a fantastic textbook: extremely comprehensive (the book surveys almost all major analysis technique used in the linguistic literature – from descriptive statistics over regression analysis to semantic vector space modeling), well-written, and with a much appreciated emphasis on good data visualization. Both beginning and more experienced quantitative linguists will find this book an invaluable resource.”
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2023. Using Existing Data Repositories and Data Analysis. In Multilingualism,  pp. 301 ff. DOI logo
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2023. From complex prepositions to complex subordinators: challenging generalizations. Acta Linguistica Hafniensia 55:2  pp. 157 ff. DOI logo
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2021. Interactions of trait emotional intelligence, foreign language anxiety, and foreign language enjoyment in the foreign language speaking classroom. Journal of Multilingual and Multicultural Development  pp. 1 ff. DOI logo
Childs, Claire
2021. Mechanisms of Grammaticalization in the Variation of Negative Question Tags. Journal of English Linguistics 49:4  pp. 419 ff. DOI logo
Chrispin, Lucy & Lise Fontaine
Crowther, Dustin, Susie Kim, Jongbong Lee, Jungmin Lim & Shawn Loewen
2021. Methodological Synthesis of Cluster Analysis in Second Language Research. Language Learning 71:1  pp. 99 ff. DOI logo
de Baets, Pauline & Gert de Sutter
2023. How do translators select among competing (near-)synonyms in translation?. Target. International Journal of Translation Studies 35:1  pp. 1 ff. DOI logo
2017. Experimenting on the past: a case study on changing analysability in Englishly-adverbs. English Language and Linguistics 21:2  pp. 317 ff. DOI logo
De Smet, Isabeau
2023. An assessment of the fourth law of Kuryłowicz: does prototypicality of meaning affect language change?. Cognitive Linguistics 34:2  pp. 261 ff. DOI logo
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2022. Are non-native speakers the drivers of morphological simplification? A Wug experiment on the Dutch past tense system. Journal of Language Evolution 7:2  pp. 224 ff. DOI logo
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2019. Reassessing the evolution of West Germanic preterite inflection. Diachronica 36:2  pp. 139 ff. DOI logo
De Smet, Isabeau & Freek Van de Velde
2020. Semantic differences between strong and weak verb forms in Dutch. Cognitive Linguistics 31:3  pp. 393 ff. DOI logo
Degenhardt, Julia & Tobias Bernaisch
2022. Apologies in South Asian Varieties of English: A Corpus-Based Study on Indian and Sri Lankan English. Corpus Pragmatics 6:3  pp. 201 ff. DOI logo
Deibel, Isabel
2020. The contribution of grammar and lexicon to language switching costs: Examining contact-induced languages and their implications for theories of language representation. Bilingualism: Language and Cognition 23:5  pp. 992 ff. DOI logo
Deshors, Sandra C
2021. Contextualizing Past Tenses in L2: Combined Effects and Interactions in the Present Perfect versus Simple Past Alternation. Applied Linguistics 42:2  pp. 269 ff. DOI logo
Deshors, Sandra C.
2020. English as a Lingua Franca: A random forests approach to particle placement in multi‐speaker interactions. International Journal of Applied Linguistics 30:2  pp. 214 ff. DOI logo
Diskin-Holdaway, Chloé, Debbie Loakes & Josh Clothier
2024. Variability in cross-language and cross-dialect perception. How Irish and Chinese migrants process Australian English vowels. Phonetica 81:1  pp. 1 ff. DOI logo
Diskin‐Holdaway, Chloé
2021.  You know and like among migrants in Ireland and Australia . World Englishes DOI logo
Divjak, Dagmar
2017. The Role of Lexical Frequency in the Acceptability of Syntactic Variants: Evidence From that‐Clauses in Polish. Cognitive Science 41:2  pp. 354 ff. DOI logo
Divjak, Dagmar
2019. Frequency in Language, DOI logo
Divjak, Dagmar, Natalia Levshina & Jane Klavan
2016. “Cognitive Linguistics: Looking back, looking forward”. Cognitive Linguistics 27:4  pp. 447 ff. DOI logo
Dorer, Brita
2022. How useful? How important? How difficult?. Translation, Cognition & Behavior 5:1  pp. 144 ff. DOI logo
Du, Jing, Fuyin Thomas Li & Mengmin Xu
2020. Pò(‘break’),qiē(‘cut’) andkāi(‘open’) in Chinese. Review of Cognitive Linguistics 18:1  pp. 213 ff. DOI logo
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2020. Doing Linguistics with a Corpus, DOI logo
Engel, Alexandra, Jason Grafmiller, Laura Rosseel, Benedikt Szmrecsanyi & Freek Van de Velde
2021. Chapter 3. How register-specific is probabilistic grammatical knowledge?. In Corpus-based Approaches to Register Variation [Studies in Corpus Linguistics, 103],  pp. 51 ff. DOI logo
Enns, Charlotte, Vera Kolbe & Claudia Becker
2021. Challenges and solutions in test adaption. Sign Language & Linguistics 24:2  pp. 226 ff. DOI logo
Estellés Arguedas, Maria
2020. The Evolution of Parliamentary Debates in Light of the Evolution of Evidentials: Al Parecer and Por lo Visto in 40 Years of Parliamentary Proceedings from Spain. Corpus Pragmatics 4:1  pp. 59 ff. DOI logo
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2020. Schemas and the frequency/acceptability mismatch: Corpus distribution predicts sentence judgments. Cognitive Linguistics 31:4  pp. 609 ff. DOI logo
Flesch, Marie, F. Neveu, S. Prévost, A. Steuckardt, G. Bergounioux & B. Hamma
2022. Pratiques langagières informelles des femmes et des hommes en ligne : étude quantitative d’un corpus de commentaires publiés sur le site internet Reddit. SHS Web of Conferences 138  pp. 12007 ff. DOI logo
Floyd, Simeon
2022. Ecuadorian Highland Quichua and the Lost Languages of the Northern Andes. International Journal of American Linguistics 88:1  pp. 1 ff. DOI logo
Fronhofer, Nina-Maria
2019. Chapter 9. My anger was justified surely?. In Emotion in Discourse [Pragmatics & Beyond New Series, 302],  pp. 213 ff. DOI logo
Fuchs, Robert, Bertus van Rooy & Ulrike Gut
2019. Chapter 1.2. Corpus-based research on English in Africa. In Corpus Linguistics and African Englishes [Studies in Corpus Linguistics, 88],  pp. 38 ff. DOI logo
Gaillat, Thomas, Antoine Lafontaine & Anas Knefati
2023. Visualizing Linguistic Complexity and Proficiency in Learner English Writings. CALICO Journal 40:2  pp. 178 ff. DOI logo
Gallant, Jordan & Gary Libben
2021. Power and Positivity: Psycholinguistic Perspectives on Word Valence in Canadian Parliament. Frontiers in Communication 6 DOI logo
Garachana, Mar & María Sol Sansiñena
2023. Combinatorial Productivity of Spanish Verbal Periphrases as an Indicator of Their Degree of Grammaticalization. Languages 8:3  pp. 187 ff. DOI logo
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2022. Translation as a source of pragmatic interference?. In When Data Challenges Theory [Linguistik Aktuell/Linguistics Today, 273],  pp. 272 ff. DOI logo
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2022. A contrastive perspective on French and Italian wh-in situ questions. Functions of Language 29:1  pp. 25 ff. DOI logo
García-Miguel, José M. & María del Carmen Cabeza-Pereiro
2022. Argument and Verb Meaning Clustering From Expression Forms in LSE. Frontiers in Psychology 13 DOI logo
García‐Castro, Laura
2020. Finite and non‐finite complement clauses in postcolonial Englishes. World Englishes 39:3  pp. 411 ff. DOI logo
Gardner, Matt Hunt, Eva Uffing, Nicholas Van Vaeck, Benedikt Szmrecsanyi & Stefan Th. Gries
2021. Variation isn’t that hard: Morphosyntactic choice does not predict production difficulty. PLOS ONE 16:6  pp. e0252602 ff. DOI logo
Gerasimova, Anastasia & Ekaterina Lyutikova
2020. Intralingual Variation in Acceptability Judgments and Production: Three Case Studies in Russian Grammar. Frontiers in Psychology 11 DOI logo
Gerwin, Johanna & Melanie Röthlisberger
2023. Dialectal ditransitive patterns in British English. In Ditransitives in Germanic Languages [Studies in Germanic Linguistics, 7],  pp. 195 ff. DOI logo
Gillmann, Melitta
2023.  Ein Lothar Matthäus braucht keine dritte Person . Personennamen mit Indefinitartikel als Stancemarker in Politikerreden und Fußballblogs. Zeitschrift für germanistische Linguistik 51:3  pp. 512 ff. DOI logo
Gillmann, Melitta
2024. Allostructions and stancetaking: a corpus study of the German discourse management constructions Wo/wenn wir gerade/schon dabei sind . Cognitive Linguistics 0:0 DOI logo
Grabowski, Łukasz
2023. Statistician, Programmer, Data Scientist? Who is, or Should Be, a Corpus Linguist in the 2020s?. Journal of Linguistics/Jazykovedný casopis 74:1  pp. 52 ff. DOI logo
Gras, Pedro, Sofía Pérez Fernández & Frank Brisard
2023. Chapter 8. Quotative que constructions in Spanish. In Constructions in Spanish [Constructional Approaches to Language, 34],  pp. 193 ff. DOI logo
Hackstein, Olav & Ryan Sandell
2023. The rise of colligations. International Journal of Corpus Linguistics 28:1  pp. 60 ff. DOI logo
Hansen, Beke
2020. Localisation, Globalisation and Gender in Discourse-Pragmatic Variation in Ghanaian English. In Gender in World Englishes,  pp. 23 ff. DOI logo
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2018. Derivational morphology in flux: a case study of word-formation change in German. Cognitive Linguistics 29:1  pp. 77 ff. DOI logo
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2021. Diachronic Cognitive Linguistics. Yearbook of the German Cognitive Linguistics Association 9:1  pp. 1 ff. DOI logo
2023. Attack of the snowclones: A corpus-based analysis of extravagant formulaic patterns. Journal of Linguistics  pp. 1 ff. DOI logo
Her, One-Soon & Marc Tang
2020. A Statistical Explanation of the Distribution of Sortal Classifiers in Languages of the World via Computational Classifiers. Journal of Quantitative Linguistics 27:2  pp. 93 ff. DOI logo
Herbeck, Peter
2021. Perspectival factors and pro-drop: A corpus study of speaker/addressee pronouns with creer ‘think/ believe’ and saber ‘know’ in spoken Spanish. Glossa: a journal of general linguistics 6:1 DOI logo
Hickey, Raymond
2017. The Development of Recording Technology. In Listening to the Past,  pp. 562 ff. DOI logo
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2021. Disentangling modal meanings with distributional semantics. Digital Scholarship in the Humanities 36:2  pp. 307 ff. DOI logo
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2022. You don’t get to see that every day. Constructions and Frames 14:1  pp. 13 ff. DOI logo
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2023. Meaning differences between English clippings and their source words: A corpus-based study. ICAME Journal 47:1  pp. 19 ff. DOI logo
Huang, Pei-Wen & Alvin Cheng-Hsien Chen
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2022. 2022 International Conference on Asian Language Processing (IALP),  pp. 363 ff. DOI logo
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2021. Variation in Participants and Stimuli in Acceptability Experiments. In The Cambridge Handbook of Experimental Syntax,  pp. 97 ff. DOI logo
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2017. A corpus-based analysis of the verb pleróo in Ancient Greek. Review of Cognitive Linguistics 15:1  pp. 253 ff. DOI logo
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2019. From Athenian fleet to prophetic eschatology. Correlating formal features to themes of discourse in Ancient Greek. Folia Linguistica 53:s40-s2  pp. 355 ff. DOI logo
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2021. Revisiting German two-way prepositions. Zeitschrift für Sprachwissenschaft 40:2  pp. 95 ff. DOI logo
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2019. Quantitative perspectives in Cognitive Linguistics. Review of Cognitive Linguistics 17:1  pp. 7 ff. DOI logo
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2021. Quantitative perspectives in Cognitive Linguistics. In Corpus Approaches to Language, Thought and Communication [Benjamins Current Topics, 119],  pp. 7 ff. DOI logo
Jehlička, Jakub & Eva Lehečková
2020. Multimodal Event Construals: The Role of Co-Speech Gestures in English vs. Czech Interactions. Zeitschrift für Anglistik und Amerikanistik 68:4  pp. 351 ff. DOI logo
Jensen, Bård Uri, Monica I. Norvik & Hanne Gram Simonsen
2024. Statistics and psychometrics for the CAT-N: Documenting the Comprehensive Aphasia Test for Norwegian. Aphasiology 38:3  pp. 412 ff. DOI logo
Jeszenszky, Péter, Carina Steiner & Adrian Leemann
2021. Reduction of Survey Sites in Dialectology: A New Methodology Based on Clustering. Frontiers in Artificial Intelligence 4 DOI logo
Jin, Junjie & Fuyin Thomas Li
2024. A multifactorial aspectual analysis of verb concatenation with imperfective markers zhe in Mandarin. Corpus Linguistics and Linguistic Theory 20:1  pp. 183 ff. DOI logo
Johns, Michael A, Jorge R Valdés Kroff & Paola E Dussias
2019. Mixing things up: How blocking and mixing affect the processing of codemixed sentences. International Journal of Bilingualism 23:2  pp. 584 ff. DOI logo
Johns, Michael A., Laura Rodrigo, Rosa E. Guzzardo Tamargo, Aliza Winneg & Paola E. Dussias
2021. Priming and persistence in bilinguals: What codeswitching tells us about lexical priming in sentential contexts*. Bilingualism: Language and Cognition 24:4  pp. 681 ff. DOI logo
Juffs, Alan & Shaohua Fang
2022. A Generative Approach to the Instructed Second Language Acquisition of Spanish se. Language Learning 72:S1  pp. 83 ff. DOI logo
Kang, Hui & Jiajin Xu
2021. A Multifactorial Analysis of Concessive Clause Positioning. Journal of Quantitative Linguistics 28:4  pp. 356 ff. DOI logo
Kawahara, Shigeto
2020. Bodo Winter (2019). Statistics for linguists: an introduction using R. New York & London: Routledge. pp. xvi + 310.. Phonology 37:3  pp. 507 ff. DOI logo
Kim, Agnes & Katharina Korecky-Kröll
2021. Prepositional phrases in German in Austria – identifying patterns of variation. Open Linguistics 7:1  pp. 476 ff. DOI logo
Kim, Minkyung & Scott A. Crossley
2023. Lexical and phraseological differences between second language written and spoken opinion responses. Frontiers in Psychology 14 DOI logo
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2020. The Role of Linguistic Alignment on Question Development in Face‐to‐Face and Synchronous Computer‐Mediated Communication Contexts: A Conceptual Replication Study. Language Learning 70:3  pp. 643 ff. DOI logo
Kimps, Ditte, Kristin Davidse & Gerard O’Grady*
2019. English tag questions eliciting knowledge or action. Functions of Language 26:1  pp. 86 ff. DOI logo
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2022. Overlapping Reactions During Tag Questions. <i>WORD</i> 68:3  pp. 253 ff. DOI logo
Kleiber, Ingo
2019. Brezina, V. (2018). Statistics in Corpus Linguistics: A Practical Guide . International Journal of Corpus Linguistics 24:1  pp. 131 ff. DOI logo
Kocher, Anna
2018. Epistemic and evidential modification in Spanish and Portuguese. Languages in Contrast 18:1  pp. 99 ff. DOI logo
Kokorniak, Iwona & Alicja Jajko-Siwek
2018. Expressing i think that in Polish. Review of Cognitive Linguistics 16:1  pp. 229 ff. DOI logo
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2020. Turns and trends in 21st century linguistics. In English Linguistics,  pp. 241 ff. DOI logo
Krajewska, Dorota
2022. The marking of spatial relations on animate nouns in Basque. Journal of Historical Linguistics 12:2  pp. 241 ff. DOI logo
Krause-Lerche, Anne
2022. Conservation in ongoing analogical change: The measurement and effect(s) oftokenfrequency. Corpus Linguistics and Linguistic Theory 18:1  pp. 77 ff. DOI logo
Krawczak, Karolina
2022. Chapter 11. Modeling constructional variation. In Analogy and Contrast in Language [Human Cognitive Processing, 73],  pp. 341 ff. DOI logo
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2019. That Again: A Multivariate Analysis of the Factors Conditioning Syntactic Explicitness in Translated English. Across Languages and Cultures 20:1  pp. 1 ff. DOI logo
2020. A multifactorial analysis of contact-induced change in speech reporting in written White South African English (WSAfE). English Language and Linguistics 24:1  pp. 179 ff. DOI logo
Kumcu, Alper
2021. Linguistic Synesthesia in Turkish: A Corpus-based Study of Crossmodal Directionality. Metaphor and Symbol 36:4  pp. 241 ff. DOI logo
Kwame, Abukari & Marit Westergaard
2020. The acquisition of English articles among L1 Dagbani L2 English learners. Canadian Journal of Linguistics/Revue canadienne de linguistique 65:4  pp. 496 ff. DOI logo
Laitinen, Mikko
2018. Placing ELF among the varieties of English. In Modeling World Englishes [Varieties of English Around the World, G61],  pp. 109 ff. DOI logo
Laitinen, Mikko
2020. Empirical perspectives on English as a lingua franca (ELF) grammar. World Englishes 39:3  pp. 427 ff. DOI logo
Lange, Claudia & Sven Leuckert
2020. Tag Questions and Gender in Indian English. In Gender in World Englishes,  pp. 69 ff. DOI logo
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2020. Adverb placement in EFL academic writing. International Journal of Corpus Linguistics 25:2  pp. 156 ff. DOI logo
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2020. Gender, Writing and Editing in South African Englishes. In Gender in World Englishes,  pp. 205 ff. DOI logo
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2020. The Interplay between Universal Processes and Cross-Linguistic Influence in the Light of Learner Corpus Data: Examining Shared Features of Non-native Englishes. In Learner Corpus Research Meets Second Language Acquisition,  pp. 67 ff. DOI logo
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2021. Martin Hilpert, Ten Lectures on Diachronic Construction Grammar. Leiden, Boston: Brill, 2021. Półrocznik Językoznawczy Tertium 6:2  pp. 211 ff. DOI logo
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2022. Corpus linguistic and experimental studies on the meaning-preserving hypothesis in Indonesian voice alternations. Linguistics Vanguard 8:1  pp. 367 ff. DOI logo
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2021. Poisson regression for linguists: A tutorial introduction to modelling count data with brms. Language and Linguistics Compass 15:11 DOI logo
Więcławska, Edyta
2022. Predictive Analysis for Text Classification: Discrete Units in Company Registration Discourse. Białostockie Studia Prawnicze 27:4  pp. 229 ff. DOI logo
Woodin, Greg & Bodo Winter
2018. Placing Abstract Concepts in Space: Quantity, Time and Emotional Valence. Frontiers in Psychology 9 DOI logo
Woods, Kelly, Brett Hashimoto & Earl K. Brown
2023. A multi-measure approach for lexical diversity in writing assessments: Considerations in measurement and timing. Assessing Writing 55  pp. 100688 ff. DOI logo
Wyroślak, Piotr
2023. Accusative-instrumental alternation in Polish. Zeitschrift für Slawistik 68:1  pp. 41 ff. DOI logo
Xiao, Hongling, Fang Li, Ted J. M. Sanders & Wilbert P. M. S. Spooren
2021.  Suǒyǐ ‘so’, they are different: an integrated subjectivity account of Mandarin RESULT connectives in conversation, microblog and newspaper discourse. Linguistics 59:4  pp. 1103 ff. DOI logo
Xiao, Hongling, Fang Li, Ted J. M. Sanders & Wilbert P. M. S. Spooren
2021. How subjective are Mandarin reason connectives?. Language and Linguistics. 語言暨語言學 22:1  pp. 166 ff. DOI logo
Xu, Mengmin, Fuyin Li & Benedikt Szmrecsanyi
2024. Modeling the locative alternation in Mandarin Chinese. International Journal of Corpus Linguistics DOI logo
Yao, Xinyue & Peter Collins
2019. Developments in Australian, British, and American English Grammar from 1931 to 2006: An Aggregate, Comparative Approach to Dialectal Variation and Change. Journal of English Linguistics 47:2  pp. 120 ff. DOI logo
Yu, Lin
2021. An Event Integration Approach to Lexicalizations of Action Correlating Events— A Case Study of “V + D&#224;o” Construction in Mandarin. Open Journal of Modern Linguistics 11:03  pp. 335 ff. DOI logo
Yue, Ming & Yi Zhang
2023. Semantic Integration in It-Clefts: A Multifactorial Exploration of Agreement Variability in World Englishes. Journal of English Linguistics 51:4  pp. 375 ff. DOI logo
Zehentner, Eva
2021. Alternations emerge and disappear: the network of dispossession constructions in the history of English. Corpus Linguistics and Linguistic Theory 17:3  pp. 525 ff. DOI logo
Zehentner, Eva
2022. Ambiguity avoidance as a factor in the rise of the English dative alternation. Cognitive Linguistics 33:1  pp. 3 ff. DOI logo
Zehentner, Eva
2022. Revisiting Gradience in Diachronic Construction Grammar: PPs and the Complement-Adjunct Distinction in the History of English. Zeitschrift für Anglistik und Amerikanistik 70:3  pp. 301 ff. DOI logo
Zehentner, Eva
2022. Competing constructions construct complementary niches. Language Dynamics and Change 13:1  pp. 34 ff. DOI logo
Zenner, Eline, Laura Rosseel & Dirk Speelman
2021. Starman or Sterrenman: An acquisitional perspective on the social meaning of English in Flanders. International Journal of Bilingualism 25:3  pp. 568 ff. DOI logo
Zhang, Jiahuan & Ksenia Gnevsheva
2022. The effects of L1, task, and classifier type in Chinese-L2 learners’ use of classifiers. Chinese as a Second Language Research 11:1  pp. 33 ff. DOI logo
Zimmer, Christian
2020. Kasus im Namdeutschen. Zeitschrift für germanistische Linguistik 48:2  pp. 298 ff. DOI logo
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2020. Changes in L2 writers’ self-reported metalinguistic knowledge of lexical phrases over one academic year. The Language Learning Journal 48:6  pp. 768 ff. DOI logo
Öksüz, Doğuş, Vaclav Brezina & Patrick Rebuschat
2021. Collocational Processing in L1 and L2: The Effects of Word Frequency, Collocational Frequency, and Association. Language Learning 71:1  pp. 55 ff. DOI logo
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This list is based on CrossRef data as of 19 february 2024. Please note that it may not be complete. Sources presented here have been supplied by the respective publishers. Any errors therein should be reported to them.


Main BIC Subject

CFX: Computational linguistics

Main BISAC Subject

LAN009000: LANGUAGE ARTS & DISCIPLINES / Linguistics / General
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ONIX 2.1
ONIX 3.0
U.S. Library of Congress Control Number:  2015016708 | Marc record