Cross-Categorial Classification

Cross-Categorial Classification
Author: Serge Sagna
Publisher: Walter de Gruyter GmbH & Co KG
Total Pages: 290
Release: 2022-03-07
Genre: Language Arts & Disciplines
ISBN: 3110636328

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
Total Pages: 393
Release: 2018-10-11
Genre: Mathematics
ISBN: 1119405270

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
Total Pages: 284
Release: 2016-12-08
Genre: Language Arts & Disciplines
ISBN: 1317634608

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
Total Pages: 317
Release: 2020-02-10
Genre: Language Arts & Disciplines
ISBN: 3110660873

Languages across the world differ from each other in a number of respects, and one such difference is in terms of how their lexicons are categorized. Compared to most European languages with distinct, functionally dedicated word classes in the traditional sense, quite a few languages are observed to possess lexical items that can fulfill the functions typically associated with more than one traditional word class such as ‘noun’ and ‘verb’. According to Rijkhoff and van Lier (2013), these lexemes exhibit what is called ‘flexibility’. Classical Chinese is observed to feature word-class flexibility, in the sense that there are lexemes that can be used to serve the functions of two or more traditional word classes, without the functional change being marked by any derivational means. For instance, a lexical item like xìn can either function as a verb meaning ‘to be trustworthy [intr.]’ or ‘to believe, to trust [tr.]’ or serve as a noun meaning ‘trust, oath of alliance’. Similarly, a human-denoting lexeme such as yŏu FRIEND cannot only mean ‘a friend’ but also ‘to be a friend, to behave friendly [intr.]’, ‘to make friends with [tr.]’ or ‘to consider as a friend [tr.]’; an instrument word like biān WHIP cannot only mean ‘a whip’ but also ‘to whip’. This situation is often thought to be related to the fact that Classical Chinese does not have any kind of productive morphology in the traditional sense (e.g. Zádrapa 2011). This is reflected in the lack of markedness distinctions across Croft’s (2000, 2001) conceptual space for parts of speech. This study ascribes flexibility of parts of speech in Classical Chinese to precategoriality, in line with Bisang (2008 a, b). Precategoriality can roughly be defined as the absence of the noun-verb distinction in the lexicon; instead, the linking of individual words to the syntactic position of N or V as well as their text frequency in these positions are subject to pragmatics. Precategorial lexical items are those that are not preclassified into parts of speech in the lexicon; rather, their word-class specification is ultimately determined at the syntactic level, according to their position/function in a given word-class indicating construction. From a diachronic viewpoint, this study assumes that precategoriality and categoriality of individual lexical items are not static, but that they are potentialities and tendencies that may change over time. Specifically, (full) precategoriality and (full) categoriality are assumed to constitute a continuum in the lexicon of Chinese throughout its history. In any given historical period, lexical items of the language are distributed between the two extremes on the continuum, according to the intensity of the association between their lexical meaning and the syntactic position/function of e.g. N or V. Generally, along the continuum at a given historical stage, lexemes with a strong association between meaning and function (i.e. lexemes that are normally associated only with one word-class specification for a particular syntactic role) tend to be located close to the extreme of (full) categoriality. In contrast, lexemes that are not necessarily related to one specific association between meaning and function, but can potentially occur in a variety of such associations, are assumed to be placed closer to (full) precategoriality instead. Roughly speaking, the group of lexemes that is located towards (full) precategoriality are flexible lexemes, though with varying degrees of flexibility, whose semantics licenses a syntactic variety and can thus be linked to more than one word-class specification through syntactic specification, a syntactically specified process of category assignment. Based on these considerations, this study aims to present the results of a corpus-based investigation into flexibility of parts of speech in Classical Chinese. The research focuses on two types of syntactic specifications of flexible lexemes, namely, those using action-denoting lexemes in nominal function (the V→N type), and those using object-denoting lexemes in verbal function (the N→V type). The two types of syntactic specifications are investigated for this study in the five Classical Chinese texts (Zuozhuan, Mengzi, Guoyu, Mozi, and Zhanguoce). Based on empirical facts, flexibility of parts of speech in Classical Chinese is addressed at three descriptive levels in this study: First, at the level of syntax, the discussion focuses on the most important syntactic configurations for the use of flexible lexemes and their relations to the basic word order of this language, with flexibility being observed in two positions of an argument structure construction: the V-position and the syntactic position of an argument. The findings of this study demonstrate that as far as the argument structure constructions formed with flexible lexemes are concerned, VO word order is much more frequent than OV. This strong preference for VO is, in connection with lexical flexibility, explained as follows: With the loss of derivational morphology in early stages of Old Chinese (e.g. Sagart 1999), word order became the most important indicator of word class and strongly supported the omission of strict verb-noun distinctions (co-existence of precategoriality and categoriality) in the lexicon of this language. Second, at the level of cognitive semantics (e.g. Lakoff 1987; Kövecses and Radden 1998; Schönefeld 2005), the discussion concentrates on the metonymic relationships that constitute the cognitive-semantic foundation of the use of flexible lexemes in Classical Chinese. In a metonymic mapping of either the V→N or the N→V type, the original semantics of a lexical item (which may typically be associated with a certain syntactic role of N or V) is used as a reference point to provide mental access to the newly derived meaning of the item in another syntactic function. Given the typologically salient characteristics of Classical Chinese discussed in this book, the argument is that the flexible use of an existing word form as a metonymically related but syntactically distinct item is one of the most economic ways in this language to name a new concept or a newly construed situation in discourse. Third, at the level of argument structure constructions (Bisang 2008a, b), the discussion focuses on how the different metonymic relationships mentioned interact with a given argument structure construction (which carries its own meaning within itself), and how these are further concretized into rule-based or metaphorically motivated pragmatic implicatures. A closer examination of an argument structure construction with an object word in the V-position reveals that there are two underlying frameworks for deriving the concrete meaning of the construction. In the rule-based framework, the verbal function of a given object word can basically be derived through grammatical analysis of the whole construction. In the metaphorical framework, the composed semantics of the construction actively interacts with the outside world in our conceptual system, where metaphor (Lakoff 1987, 1993; Kövecses 2010) serves as an essential cognitive principle in establishing and (re-)interpreting relations in the construction. The two mechanisms, rule-based and metaphorical, complement each other and work together to account for flexibility in Classical Chinese. This study argues that flexibility of parts of speech in Classical Chinese can only be fully understood by integrating a wide range of aspects, both linguistic and non-linguistic. The components that are needed to account for it include constructions (form-meaning pairings), semantics (Croft’s conceptual space), pragmatic implicatures, metonymies, metaphors, as well as world knowledge as reflected within a culture. In my view, it is reasonable to argue that these components need not be specific to the language investigated here; they are applicable to any language that shows flexibility in its parts-of-speech system.

Contexts of Metaphor

Contexts of Metaphor
Author: Michiel Leezenberg
Publisher: BRILL
Total Pages: 331
Release: 2021-10-01
Genre: Language Arts & Disciplines
ISBN: 0585473935

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
Total Pages: 511
Release: 2020-10-07
Genre: Computers
ISBN: 3030608840

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.

Types and Sorts

Types and Sorts
Author: Dirk Heylen
Publisher:
Total Pages: 238
Release: 1999
Genre: Categorial grammar
ISBN:

Machine Learning in Elixir

Machine Learning in Elixir
Author: Sean Moriarity
Publisher: Pragmatic Bookshelf
Total Pages: 448
Release: 2024-08-27
Genre: Computers
ISBN:

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
Total Pages: 1013
Release: 2008-07-14
Genre: Language Arts & Disciplines
ISBN: 3110194260

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.