Cross-Categorial Classification
Cross-Categorial Classification

Author: Serge Sagna

Publisher: Walter de Gruyter GmbH & Co KG

Published: 2022-03-07

Total Pages: 290

ISBN-13: 3110636328

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Languages in which non-finite verbs (infinitives, gerunds etc.) are classified using the same linguistic means as nouns are rare. This typologically unusual phenomenon is found in some Atlantic (Niger-Congo) languages, including Jóola languages like Eegimaa, Fogny and Kwatay, where several different noun class/gender prefixes (NCPs) are used to classify both nouns and verbs. In this book, it is argued following Sagna (2008), that these parallel morphosyntactic classifications in the nominal domain and verbal domains also reflect parallel semantic categorisation of entities and events. The main topics investigated in this book are word class flexibility between nouns and verbs, non-finiteness, noun class/gender (where morphological classes are analysed separately from agreement classes) and the semantic principles underlying the categorisation of entities and events. One of the central findings proposed in this book is that instances of NCP alternations on non-finite verbs reflect strategies of event delimitation. This book will be of interest to scholars investigation parts-of-speech systems, finiteness, systems of nominal and verbal classification, and linguistic categorization.

An Introduction to Categorical Data Analysis
An Introduction to Categorical Data Analysis

Author: Alan Agresti

Publisher: John Wiley & Sons

Published: 2018-10-11

Total Pages: 393

ISBN-13: 1119405270

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A valuable new edition of a standard reference The use of statistical methods for categorical data has increased dramatically, particularly for applications in the biomedical and social sciences. An Introduction to Categorical Data Analysis, Third Edition summarizes these methods and shows readers how to use them using software. Readers will find a unified generalized linear models approach that connects logistic regression and loglinear models for discrete data with normal regression for continuous data. Adding to the value in the new edition is: • Illustrations of the use of R software to perform all the analyses in the book • A new chapter on alternative methods for categorical data, including smoothing and regularization methods (such as the lasso), classification methods such as linear discriminant analysis and classification trees, and cluster analysis • New sections in many chapters introducing the Bayesian approach for the methods of that chapter • More than 70 analyses of data sets to illustrate application of the methods, and about 200 exercises, many containing other data sets • An appendix showing how to use SAS, Stata, and SPSS, and an appendix with short solutions to most odd-numbered exercises Written in an applied, nontechnical style, this book illustrates the methods using a wide variety of real data, including medical clinical trials, environmental questions, drug use by teenagers, horseshoe crab mating, basketball shooting, correlates of happiness, and much more. An Introduction to Categorical Data Analysis, Third Edition is an invaluable tool for statisticians and biostatisticians as well as methodologists in the social and behavioral sciences, medicine and public health, marketing, education, and the biological and agricultural sciences.

Cognition-Based Studies on Chinese Grammar
Cognition-Based Studies on Chinese Grammar

Author: Yulin Yuan

Publisher: Taylor & Francis

Published: 2016-12-08

Total Pages: 284

ISBN-13: 1317634608

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Introducing the English translations of 8 selected research articles originally written in Chinese by Professor Yuan Yulin, Cognition-based Studies on Chinese Grammar is an essential reading for researchers in Chinese syntax. Yuan Yulin is one of the very first Chinese scholars who introduced cognitive sciences into the study of Chinese language some twenty years ago, and his work is well-known and highly regarded in China for its originality and theoretical contribution. The collection covers the core of his engagement with Chinese language studies, ranging from lexical exploration to grammatical discussion. Cognition-based Studies on Chinese Grammar is designed for students or researchers who specialize in the Chinese language, contemporary Chinese grammar and cognitive linguistics. It can also serve as a reference book for instructors or teachers engaged in Chinese language pedagogy or in teaching Chinese as a second or foreign language.

Flexibility in the Parts-of-Speech System of Classical Chinese
Flexibility in the Parts-of-Speech System of Classical Chinese

Author: Linlin Sun

Publisher: Walter de Gruyter GmbH & Co KG

Published: 2020-02-10

Total Pages: 299

ISBN-13: 3110660792

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Based on empirical data from five classical texts, this study investigates flexibility of parts of speech in Classical Chinese. The findings suggest that flexibility in a parts-of-speech system can only be fully understood by integrating a wide range of aspects. The components needed to account for it include constructions, semantics, metonymies, metaphors, pragmatic implicatures – and world knowledge as reflected within a given culture.

Contexts of Metaphor
Contexts of Metaphor

Author: Michiel Leezenberg

Publisher: BRILL

Published: 2021-10-01

Total Pages: 331

ISBN-13: 0585473935

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This study presents an approach to metaphor that takes contextual factors into account. It analyses how metaphors depend on and change the context in which they are uttered, and how metaphorical interpretation involves the articulation of asserted, implied and presupposed materials.

Advances in Soft Computing
Advances in Soft Computing

Author: Lourdes Martínez-Villaseñor

Publisher: Springer Nature

Published: 2020-10-07

Total Pages: 511

ISBN-13: 3030608840

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The two-volume set LNAI 12468 and 12469 constitutes the proceedings of the 19th Mexican International Conference on Artificial Intelligence, MICAI 2020, held in Mexico City, Mexico, in October 2020. The total of 77 papers presented in these two volumes was carefully reviewed and selected from 186 submissions. The contributions are organized in topical as follows: Part I: machine and deep learning, evolutionary and metaheuristic algorithms, and soft computing. Part II: natural language processing, image processing and pattern recognition, and intelligent applications and robotics.

Machine Learning in Elixir
Machine Learning in Elixir

Author: Sean Moriarity

Publisher: Pragmatic Bookshelf

Published: 2024-08-27

Total Pages: 448

ISBN-13:

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Stable Diffusion, ChatGPT, Whisper - these are just a few examples of incredible applications powered by developments in machine learning. Despite the ubiquity of machine learning applications running in production, there are only a few viable language choices for data science and machine learning tasks. Elixir's Nx project seeks to change that. With Nx, you can leverage the power of machine learning in your applications, using the battle-tested Erlang VM in a pragmatic language like Elixir. In this book, you'll learn how to leverage Elixir and the Nx ecosystem to solve real-world problems in computer vision, natural language processing, and more. The Elixir Nx project aims to make machine learning possible without the need to leave Elixir for solutions in other languages. And even if concepts like linear models and logistic regression are new to you, you'll be using them and much more to solve real-world problems in no time. Start with the basics of the Nx programming paradigm - how it differs from the Elixir programming style you're used to and how it enables you to write machine learning algorithms. Use your understanding of this paradigm to implement foundational machine learning algorithms from scratch. Go deeper and discover the power of deep learning with Axon. Unlock the power of Elixir and learn how to build and deploy machine learning models and pipelines anywhere. Learn how to analyze, visualize, and explain your data and models. Discover how to use machine learning to solve diverse problems from image recognition to content recommendation - all in your favorite programming language. What You Need: You'll need a computer with a working installation of Elixir v1.12 and Erlang/OTP 24. For some of the more compute intensive examples, you'll want to use EXLA, which currently only supports x86-64 platforms. While not explicitly required, some examples will demonstrate programs running on accelerators such as CUDA/ROCm enabled GPUs and Google TPUs. Most of these programs will still run fine on a regular CPU, just for much longer periods of time.

Language Typology and Language Universals 2.Teilband
Language Typology and Language Universals 2.Teilband

Author: Martin Haspelmath

Publisher: Walter de Gruyter

Published: 2008-07-14

Total Pages: 1013

ISBN-13: 3110194260

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This handbook provides a comprehensive and thorough survey of our current insights into the diversity and unity found across the 6000 languages of this planet. The 125 articles include inter alia chapters on the patterns and limits of variation manifested by analogous structures, constructions and linguistic devices across languages (e.g. word order, tense and aspect, inflection, color terms and syllable structure). Other chapters cover the history, methodology and the theory of typology, as well as the relationship between language typology and other disciplines. The authors of the individual sections and chapters are for the most part internationally known experts on the relevant topics. The vast majority of the articles are written in English, some in French or German. The handbook is not only intended for the expert in the fields of typology and language universals, but for all of those interested in linguistics. It is specifically addressed to all those who specialize in individual languages, providing basic orientation for their analysis and placing each language within the space of what is possible and common in the languages of the world.

Scalar Verb Classes : Scalarity, Thematic Roles, and Arguments in the Estonian Aspectual Lexicon
Scalar Verb Classes : Scalarity, Thematic Roles, and Arguments in the Estonian Aspectual Lexicon

Author: Anne Tamm

Publisher: Firenze University Press

Published: 2011

Total Pages: 251

ISBN-13: 8866550558

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This monograph discusses scalar verb classes. It tests theories of linguistic form and meaning, arguments and thematic roles, using Estonian data. The analyses help to understand the aspectual structure of Estonian. In Estonian, transitive verbs fall into aspectual classes based on the type of case-marking of objects and adjuncts. The book relates the morphosyntactic frames of verbs to properties typically associated with adjectives and nouns: scalarity and boundedness. Verbs are divided according to how their aspect is composed. Some verbs lexicalize a scale, which can be bounded either lexically or compositionally. Aspectual composition involves the unification of features. Compositionally derived structures differ according to which of the aspectually relevant dimensions are bounded.