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Distributional Semantics
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Book Synopsis Distributional Semantics by : Alessandro Lenci
Download or read book Distributional Semantics written by Alessandro Lenci and published by Cambridge University Press. This book was released on 2023-09-21 with total page 448 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive foundation of distributional methods in computational modeling of meaning. It aims to build a common understanding of the theoretical and methodological foundations for students of computational linguistics, natural language processing, computer science, artificial intelligence, and cognitive science.
Book Synopsis Python Natural Language Processing by : Jalaj Thanaki
Download or read book Python Natural Language Processing written by Jalaj Thanaki and published by Packt Publishing Ltd. This book was released on 2017-07-31 with total page 486 pages. Available in PDF, EPUB and Kindle. Book excerpt: Leverage the power of machine learning and deep learning to extract information from text data About This Book Implement Machine Learning and Deep Learning techniques for efficient natural language processing Get started with NLTK and implement NLP in your applications with ease Understand and interpret human languages with the power of text analysis via Python Who This Book Is For This book is intended for Python developers who wish to start with natural language processing and want to make their applications smarter by implementing NLP in them. What You Will Learn Focus on Python programming paradigms, which are used to develop NLP applications Understand corpus analysis and different types of data attribute. Learn NLP using Python libraries such as NLTK, Polyglot, SpaCy, Standford CoreNLP and so on Learn about Features Extraction and Feature selection as part of Features Engineering. Explore the advantages of vectorization in Deep Learning. Get a better understanding of the architecture of a rule-based system. Optimize and fine-tune Supervised and Unsupervised Machine Learning algorithms for NLP problems. Identify Deep Learning techniques for Natural Language Processing and Natural Language Generation problems. In Detail This book starts off by laying the foundation for Natural Language Processing and why Python is one of the best options to build an NLP-based expert system with advantages such as Community support, availability of frameworks and so on. Later it gives you a better understanding of available free forms of corpus and different types of dataset. After this, you will know how to choose a dataset for natural language processing applications and find the right NLP techniques to process sentences in datasets and understand their structure. You will also learn how to tokenize different parts of sentences and ways to analyze them. During the course of the book, you will explore the semantic as well as syntactic analysis of text. You will understand how to solve various ambiguities in processing human language and will come across various scenarios while performing text analysis. You will learn the very basics of getting the environment ready for natural language processing, move on to the initial setup, and then quickly understand sentences and language parts. You will learn the power of Machine Learning and Deep Learning to extract information from text data. By the end of the book, you will have a clear understanding of natural language processing and will have worked on multiple examples that implement NLP in the real world. Style and approach This book teaches the readers various aspects of natural language Processing using NLTK. It takes the reader from the basic to advance level in a smooth way.
Book Synopsis Word Knowledge and Word Usage by : Vito Pirrelli
Download or read book Word Knowledge and Word Usage written by Vito Pirrelli and published by Walter de Gruyter GmbH & Co KG. This book was released on 2020-04-20 with total page 621 pages. Available in PDF, EPUB and Kindle. Book excerpt: Word storage and processing define a multi-factorial domain of scientific inquiry whose thorough investigation goes well beyond the boundaries of traditional disciplinary taxonomies, to require synergic integration of a wide range of methods, techniques and empirical and experimental findings. The present book intends to approach a few central issues concerning the organization, structure and functioning of the Mental Lexicon, by asking domain experts to look at common, central topics from complementary standpoints, and discuss the advantages of developing converging perspectives. The book will explore the connections between computational and algorithmic models of the mental lexicon, word frequency distributions and information theoretical measures of word families, statistical correlations across psycho-linguistic and cognitive evidence, principles of machine learning and integrative brain models of word storage and processing. Main goal of the book will be to map out the landscape of future research in this area, to foster the development of interdisciplinary curricula and help single-domain specialists understand and address issues and questions as they are raised in other disciplines.
Book Synopsis Ten Lectures on Diachronic Construction Grammar by : Martin Hilpert
Download or read book Ten Lectures on Diachronic Construction Grammar written by Martin Hilpert and published by BRILL. This book was released on 2021-09-13 with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book, Martin Hilpert lays out how Construction Grammar can be applied to the study of language change. In a series of ten lectures on Diachronic Construction Grammar, the book presents the theoretical foundations, open questions, and methodological approaches that inform the constructional analysis of diachronic processes in language. The lectures address issues such as constructional networks, competition between constructions, shifts in collocational preferences, and differentiation and attraction in constructional change. The book features analyses that utilize modern corpus-linguistic methodologies and that draw on current theoretical discussions in usage-based linguistics. It is relevant for researchers and students in cognitive linguistics, corpus linguistics, and historical linguistics.
Book Synopsis The Handbook of Contemporary Semantic Theory by : Shalom Lappin
Download or read book The Handbook of Contemporary Semantic Theory written by Shalom Lappin and published by John Wiley & Sons. This book was released on 2015-09-22 with total page 776 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of The Handbook of Contemporary Semantic Theory presents a comprehensive introduction to cutting-edge research in contemporary theoretical and computational semantics. Features completely new content from the first edition of The Handbook of Contemporary Semantic Theory Features contributions by leading semanticists, who introduce core areas of contemporary semantic research, while discussing current research Suitable for graduate students for courses in semantic theory and for advanced researchers as an introduction to current theoretical work
Book Synopsis The Semantics of Derivational Morphology by : Sven Kotowski
Download or read book The Semantics of Derivational Morphology written by Sven Kotowski and published by Walter de Gruyter GmbH & Co KG. This book was released on 2023-02-20 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: Die Buchreihe Linguistische Arbeiten hat mit über 500 Bänden zur linguistischen Theoriebildung der letzten Jahrzehnte in Deutschland und international wesentlich beigetragen. Die Reihe wird auch weiterhin neue Impulse für die Forschung setzen und die zentrale Einsicht der Sprachwissenschaft präsentieren, dass Fortschritt in der Erforschung der menschlichen Sprachen nur durch die enge Verbindung von empirischen und theoretischen Analysen sowohl diachron wie synchron möglich ist. Daher laden wir hochwertige linguistische Arbeiten aus allen zentralen Teilgebieten der allgemeinen und einzelsprachlichen Linguistik ein, die aktuelle Fragestellungen bearbeiten, neue Daten diskutieren und die Theorieentwicklung vorantreiben.
Book Synopsis Modern Perspectives in Type-Theoretical Semantics by : Stergios Chatzikyriakidis
Download or read book Modern Perspectives in Type-Theoretical Semantics written by Stergios Chatzikyriakidis and published by Springer. This book was released on 2017-02-07 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collective volume that reports the state of the art in the applications of type theory to linguistic semantics. The volume fills a 20 year gap from the last published book on the issue and aspires to bring researchers closer to cutting edge alternatives in formal semantics research. It consists of unpublished work by some key researchers on various issues related to the type theoretical study of formal semantics and further exemplifies the advantages of using modern type theoretical approaches to linguistic semantics. Themes that are covered include modern developments of type theories in formal semantics, foundational issues in linguistic semantics like anaphora, modality and plurals, innovational interdisciplinary research like the introduction of probability theory to type theories as well as computational implementations of type theoretical approaches. This volume will be of great interest to formal semanticists that are looking for alternative ways to study linguistic semantics, but will also be of interest to theoretical computer scientists and mathematicians that are interested in the applications of type theory.
Book Synopsis Reasoning Web. Reasoning and the Web in the Big Data Era by : Manolis Koubarakis
Download or read book Reasoning Web. Reasoning and the Web in the Big Data Era written by Manolis Koubarakis and published by Springer. This book was released on 2014-09-03 with total page 390 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains the lecture notes of the 10th Reasoning Web Summer School 2014, held in Athens, Greece, in September 2014. In 2014, the lecture program of the Reasoning Web introduces students to recent advances in big data aspects of semantic web and linked data, and the fundamentals of reasoning techniques that can be used to tackle big data applications.
Book Synopsis Embeddings in Natural Language Processing by : Mohammad Taher Pilehvar
Download or read book Embeddings in Natural Language Processing written by Mohammad Taher Pilehvar and published by Morgan & Claypool Publishers. This book was released on 2020-11-13 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt: Embeddings have undoubtedly been one of the most influential research areas in Natural Language Processing (NLP). Encoding information into a low-dimensional vector representation, which is easily integrable in modern machine learning models, has played a central role in the development of NLP. Embedding techniques initially focused on words, but the attention soon started to shift to other forms: from graph structures, such as knowledge bases, to other types of textual content, such as sentences and documents. This book provides a high-level synthesis of the main embedding techniques in NLP, in the broad sense. The book starts by explaining conventional word vector space models and word embeddings (e.g., Word2Vec and GloVe) and then moves to other types of embeddings, such as word sense, sentence and document, and graph embeddings. The book also provides an overview of recent developments in contextualized representations (e.g., ELMo and BERT) and explains their potential in NLP. Throughout the book, the reader can find both essential information for understanding a certain topic from scratch and a broad overview of the most successful techniques developed in the literature.
Book Synopsis Bridging Formal and Conceptual Semantics by : Kata Balogh
Download or read book Bridging Formal and Conceptual Semantics written by Kata Balogh and published by Walter de Gruyter GmbH & Co KG. This book was released on 2017-03-06 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: The articles in this volume are the outcome of the successful BRIDGE Workshop held in Düsseldorf in 2014. The workshop gathered a number of distinguished researchers from formal semantics and conceptual semantics and aimed to initiate a deeper conversation and collaboration instead of separating the two sides as competing views. The workshop provided a platform to further discuss parallelisms on specific semantic issues on the one hand and on the other hand to confront opposed claims from the two different perspectives. This volume represents a selected number of high-quality papers presented at the workshop featuring various approaches to meaning from linguistics, logic and philosophy of language. This series explores issues of mental representation, linguistic structure and representation, and their interplay. The research presented in this series is grounded in the idea explored in the Collaborative Research Center 'The structure of representations in language, cognition and science' (SFB 991) that there is a universal format for the representation of linguistic and cognitive concepts.
Book Synopsis Distributional Semantics by : Stefan Evert
Download or read book Distributional Semantics written by Stefan Evert and published by . This book was released on 2011-07-15 with total page 100 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Statistical Semantics by : Fouad Sabry
Download or read book Statistical Semantics written by Fouad Sabry and published by One Billion Knowledgeable. This book was released on 2023-07-05 with total page 121 pages. Available in PDF, EPUB and Kindle. Book excerpt: What Is Statistical Semantics In the field of linguistics, statistical semantics is the application of statistical approaches to the problem of determining the meaning of words or phrases, ideally by unsupervised learning. The goal is to achieve a degree of precision at least sufficient for the purpose of information retrieval. How You Will Benefit (I) Insights, and validations about the following topics: Chapter 1: Statistical semantics Chapter 2: Computational linguistics Chapter 3: Natural language processing Chapter 4: Semantic network Chapter 5: Word-sense disambiguation Chapter 6: Latent semantic analysis Chapter 7: Semantic similarity Chapter 8: Distributional semantics Chapter 9: Word embedding Chapter 10: Semantic parsing (II) Answering the public top questions about statistical semantics. (III) Real world examples for the usage of statistical semantics in many fields. (IV) 17 appendices to explain, briefly, 266 emerging technologies in each industry to have 360-degree full understanding of statistical semantics' technologies. Who This Book Is For Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of statistical semantics.
Book Synopsis Semantics in Adaptive and Personalised Systems by : Pasquale Lops
Download or read book Semantics in Adaptive and Personalised Systems written by Pasquale Lops and published by Springer Nature. This book was released on 2019-09-18 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph gives a complete overview of the techniques and the methods for semantics-aware content representation and shows how to apply such techniques in various use cases, such as recommender systems, user profiling and social media analysis. Throughout the book, the authors provide an extensive analysis of the techniques currently proposed in the literature and cover all the available tools and libraries to implement and exploit such methodologies in real-world scenarios. The book first introduces the problem of information overload and the reasons why content-based information needs to be taken into account. Next, the basics of Natural Language Processing are provided, by describing operations such as tokenization, stopword removal, lemmatization, stemming, part-of-speech tagging, along with the main problems and issues. Finally, the book describes the different approaches for semantics-aware content representation: such approaches are split into ‘exogenous’ and ‘endogenous’ ones, depending on whether external knowledge sources as DBpedia or geometrical models and distributional semantics are used, respectively. To conclude, several successful use cases and an extensive list of available tools and resources to implement the approaches are shown. Semantics in Adaptive and Personalised Systems definitely fills the gap between the extensive literature on content-based recommender systems, natural language processing, and the different types of semantics-aware representations.
Book Synopsis The Semantic Conception of Logic by : Gil Sagi
Download or read book The Semantic Conception of Logic written by Gil Sagi and published by Cambridge University Press. This book was released on 2021-09-09 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: This collection of new essays presents cutting-edge research on the semantic conception of logic, the invariance criteria of logicality, grammaticality, and logical truth. Contributors explore the history of the semantic tradition, starting with Tarski, and its historical applications, while central criticisms of the tradition, and especially the use of invariance criteria to explain logicality, are revisited by the original participants in that debate. Other essays discuss more recent criticism of the approach, and researchers from mathematics and linguistics weigh in on the role of the semantic tradition in their disciplines. This book will be invaluable to philosophers and logicians alike.
Book Synopsis Big Data in Cognitive Science by : Michael N. Jones
Download or read book Big Data in Cognitive Science written by Michael N. Jones and published by Psychology Press. This book was released on 2016-11-03 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: While laboratory research is the backbone of collecting experimental data in cognitive science, a rapidly increasing amount of research is now capitalizing on large-scale and real-world digital data. Each piece of data is a trace of human behavior and offers us a potential clue to understanding basic cognitive principles. However, we have to be able to put the pieces together in a reasonable way, which necessitates both advances in our theoretical models and development of new methodological techniques. The primary goal of this volume is to present cutting-edge examples of mining large-scale and naturalistic data to discover important principles of cognition and evaluate theories that would not be possible without such a scale. This book also has a mission to stimulate cognitive scientists to consider new ways to harness big data in order to enhance our understanding of fundamental cognitive processes. Finally, this book aims to warn of the potential pitfalls of using, or being over-reliant on, big data and to show how big data can work alongside traditional, rigorously gathered experimental data rather than simply supersede it. In sum, this groundbreaking volume presents cognitive scientists and those in related fields with an exciting, detailed, stimulating, and realistic introduction to big data – and to show how it may greatly advance our understanding of the principles of human memory, perception, categorization, decision-making, language, problem-solving, and representation.
Book Synopsis Computational and Corpus-Based Phraseology by : Gloria Corpas Pastor
Download or read book Computational and Corpus-Based Phraseology written by Gloria Corpas Pastor and published by Springer Nature. This book was released on 2019-09-18 with total page 445 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Third International Conference on Computational and Corpus-Based Phraseology, Europhras 2019, held in Malaga, Spain, in September 2019. The 31 full papers presented in this book were carefully reviewed and selected from 116 submissions. The papers in this volume cover a number of topics including general corpus-based approaches to phraseology, phraseology in translation and cross-linguistic studies, phraseology in language teaching and learning, phraseology in specialized languages, phraseology in lexicography, cognitive approaches to phraseology, the computational treatment of multiword expressions, and the development, annotation, and exploitation of corpora for phraseological studies.
Book Synopsis Logic, Language, Information, and Computation by : Rosalie Iemhoff
Download or read book Logic, Language, Information, and Computation written by Rosalie Iemhoff and published by Springer. This book was released on 2019-06-23 with total page 683 pages. Available in PDF, EPUB and Kindle. Book excerpt: Edited in collaboration with FoLLI, the Association of Logic, Language and Information this book constitutes the refereed proceedings of the 26th Workshop on Logic, Language, Information and Communication, WoLLIC 2019, held in Utrecht, The Netherlands, in July 2019. The 41 full papers together with 6 invited lectures presented were fully reviewed and selected from 60 submissions. The idea is to have a forum which is large enough in the number of possible interactions between logic and the sciences related to information and computation, and yet is small enough to allow for concrete and useful interaction among participants.
