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Text Representation
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Book Synopsis Text Representation by : Ted Sanders
Download or read book Text Representation written by Ted Sanders and published by John Benjamins Publishing. This book was released on 2001 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book brings together linguistics and psycholinguistics. Text representation is considered a cognitive entity: a mental construct that plays a crucial role in both text production and text understanding.The focus is on referential and relational coherence and the role of linguistic characteristics as processing instructions from a text linguistic and discourse psychology point of view. Consequently, this book presents various research methodologies: linguistic analysis, text analysis, corpus linguistics, computational linguistics, argumentation analysis, and the experimental psycholinguistic study of text processing. The authors compare, test, and evaluate linguistic and processing theories of text representation.A state of the art volume in an emerging field of interest, located at the very heart of our communicative behavior: the study of text and text representation.
Book Synopsis Practical Natural Language Processing by : Sowmya Vajjala
Download or read book Practical Natural Language Processing written by Sowmya Vajjala and published by O'Reilly Media. This book was released on 2020-06-17 with total page 455 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many books and courses tackle natural language processing (NLP) problems with toy use cases and well-defined datasets. But if you want to build, iterate, and scale NLP systems in a business setting and tailor them for particular industry verticals, this is your guide. Software engineers and data scientists will learn how to navigate the maze of options available at each step of the journey. Through the course of the book, authors Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, and Harshit Surana will guide you through the process of building real-world NLP solutions embedded in larger product setups. You’ll learn how to adapt your solutions for different industry verticals such as healthcare, social media, and retail. With this book, you’ll: Understand the wide spectrum of problem statements, tasks, and solution approaches within NLP Implement and evaluate different NLP applications using machine learning and deep learning methods Fine-tune your NLP solution based on your business problem and industry vertical Evaluate various algorithms and approaches for NLP product tasks, datasets, and stages Produce software solutions following best practices around release, deployment, and DevOps for NLP systems Understand best practices, opportunities, and the roadmap for NLP from a business and product leader’s perspective
Book Synopsis Text Representation by : Ted Sanders
Download or read book Text Representation written by Ted Sanders and published by John Benjamins Publishing. This book was released on 2001-12-19 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book brings together linguistics and psycholinguistics. Text representation is considered a cognitive entity: a mental construct that plays a crucial role in both text production and text understanding. The focus is on referential and relational coherence and the role of linguistic characteristics as processing instructions from a text linguistic and discourse psychology point of view. Consequently, this book presents various research methodologies: linguistic analysis, text analysis, corpus linguistics, computational linguistics, argumentation analysis, and the experimental psycholinguistic study of text processing. The authors compare, test, and evaluate linguistic and processing theories of text representation. A state of the art volume in an emerging field of interest, located at the very heart of our communicative behavior: the study of text and text representation.
Book Synopsis Encyclopedia of Database Systems by : Ling Liu
Download or read book Encyclopedia of Database Systems written by Ling Liu and published by . This book was released on with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Discourse Representation and Text Processing by : Garnham Oakhill
Download or read book Discourse Representation and Text Processing written by Garnham Oakhill and published by Taylor & Francis. This book was released on 1993-10 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: The interrelated topics of discourse representation and text processing between them comprise a substantial part of comtemporary psycholinguistics, not to mention the related disciplines in which they are studied. The papers that follow are by no means intended to give an overview of this cast research field. Rather, they present some of the most recent research on selected problems within it. Our own prediction is to study discourse representation and text processing from the perspective of mental models theory (Garnham, 1987; Johnson-Laird, 1983). The mental models theory.
Book Synopsis Street, Text, and Representation in African American Literature by : Mattius Rischard
Download or read book Street, Text, and Representation in African American Literature written by Mattius Rischard and published by Taylor & Francis. This book was released on 2024-05-31 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: Comprehensive and comparative, this volume investigates African American street novelists since the Chicago Black Renaissance and the semiotic strategies they employ in publication, consumption, and depiction of street life. Divided into three chapters, this text analyzes the content, style, and ethics of “street” narrative through a discursive/rhetorical lens, exploring the development of street literature’s formal and contextual concerns to resolve the sociocultural and political questions surrounding cultural work. The book also gives emphasis to “text” or (post)structural literary analysis by answering questions about the genre’s aesthetic and linguistic techniques that respond to the injustices of urban planning. The last chapter, “Representation,” investigates the phenomenological hermeneutics of more recent street literature and its satire, highlighting the political stakes for authorship, credibility, and subjectivity. Through historical and contemporary studies of urban space, Blackness, and adaptations of street literature, this work attempts to network activists, artists, and scholars with the greater reading public by providing a functional ontology of reading the inner city.
Book Synopsis Legal Knowledge Representation:Automatic Text Analysis in Public International and European Law by : Erich Schweighofer
Download or read book Legal Knowledge Representation:Automatic Text Analysis in Public International and European Law written by Erich Schweighofer and published by Kluwer Law International B.V.. This book was released on 1999-10-19 with total page 448 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is a presentation of all methods of legal knowledge representation from the point of view of jurisprudence as well as computer science. A new method of automatic analysis of legal texts is presented in four case studies. Law is seen as an information system with legally formalised information processes. The achieved coverage of legal knowledge in information retrieval systems has to be followed by the next step: conceptual indexing and automatic analysis of texts. Existing approaches of automatic knowledge representations do not have a proper link to the legal language in information systems. The concept-based model for semi-automatic analysis of legal texts provides this necessary connection. The knowledge base of descriptors, context-sensitive rules and meta-rules formalises properly all important passages in the text corpora for automatic analysis. Statistics and self-organising maps give assistance in knowledge acquisition. The result of the analysis is organised with automatically generated hypertext links. Four case studies show the huge potential but also some drawbacks of this approach.
Book Synopsis Applied Text Analysis with Python by : Benjamin Bengfort
Download or read book Applied Text Analysis with Python written by Benjamin Bengfort and published by "O'Reilly Media, Inc.". This book was released on 2018-06-11 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: From news and speeches to informal chatter on social media, natural language is one of the richest and most underutilized sources of data. Not only does it come in a constant stream, always changing and adapting in context; it also contains information that is not conveyed by traditional data sources. The key to unlocking natural language is through the creative application of text analytics. This practical book presents a data scientist’s approach to building language-aware products with applied machine learning. You’ll learn robust, repeatable, and scalable techniques for text analysis with Python, including contextual and linguistic feature engineering, vectorization, classification, topic modeling, entity resolution, graph analysis, and visual steering. By the end of the book, you’ll be equipped with practical methods to solve any number of complex real-world problems. Preprocess and vectorize text into high-dimensional feature representations Perform document classification and topic modeling Steer the model selection process with visual diagnostics Extract key phrases, named entities, and graph structures to reason about data in text Build a dialog framework to enable chatbots and language-driven interaction Use Spark to scale processing power and neural networks to scale model complexity
Book Synopsis Representation and the Text by : William G. Tierney
Download or read book Representation and the Text written by William G. Tierney and published by State University of New York Press. This book was released on 1997-07-31 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: Focuses on authorial representations of contested reality in qualitative research.This book focuses on representations of contested realities in qualitative research. The authors examine two separate, but interrelated, issues: criticisms of how researchers use "voice," and suggestions about how to develop experimental voices that expand the range of narrative strategies. Changing relationships between researchers and respondents dictate alterations in textual representations--from the "view from nowhere" to the view from a particular location, and from the omniscient voice to the polyvocality of communities of individuals. Examples of new representations and textual experiments provide models for how some authors have struggled with voice in their texts, and in so doing, broaden who they and we mean by "us."
Book Synopsis Representation Learning for Natural Language Processing by : Zhiyuan Liu
Download or read book Representation Learning for Natural Language Processing written by Zhiyuan Liu and published by Springer Nature. This book was released on 2020-07-03 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book provides an overview of the recent advances in representation learning theory, algorithms and applications for natural language processing (NLP). It is divided into three parts. Part I presents the representation learning techniques for multiple language entries, including words, phrases, sentences and documents. Part II then introduces the representation techniques for those objects that are closely related to NLP, including entity-based world knowledge, sememe-based linguistic knowledge, networks, and cross-modal entries. Lastly, Part III provides open resource tools for representation learning techniques, and discusses the remaining challenges and future research directions. The theories and algorithms of representation learning presented can also benefit other related domains such as machine learning, social network analysis, semantic Web, information retrieval, data mining and computational biology. This book is intended for advanced undergraduate and graduate students, post-doctoral fellows, researchers, lecturers, and industrial engineers, as well as anyone interested in representation learning and natural language processing.
Book Synopsis Graph Representation Learning by : William L. William L. Hamilton
Download or read book Graph Representation Learning written by William L. William L. Hamilton and published by Springer Nature. This book was released on 2022-06-01 with total page 141 pages. Available in PDF, EPUB and Kindle. Book excerpt: Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical synthesis, 3D vision, recommender systems, question answering, and social network analysis. This book provides a synthesis and overview of graph representation learning. It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs—a nascent but quickly growing subset of graph representation learning.
Book Synopsis Information Representation and Retrieval in the Digital Age by : Heting Chu
Download or read book Information Representation and Retrieval in the Digital Age written by Heting Chu and published by Information Today, Inc.. This book was released on 2003 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information representation and retrieval : an overview -- Information representation I : basic approaches -- Information representation II : other related topics -- Language in information representation and retrieval -- Retrieval techniques and query representation -- Retrieval approaches -- Information retrieval models -- Information retrieval systems -- Retrieval of information unique in content or format -- The user dimension in information representation and retrieval -- Evaluation of information representation and retrieval -- Artificial intelligence in information representation and retrieval.
Book Synopsis Diagrammatic Representation and Inference by : Philip T. Cox
Download or read book Diagrammatic Representation and Inference written by Philip T. Cox and published by Springer. This book was released on 2012-06-19 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 7th International Conference on Theory and Application of Diagrams, Diagrams 2012, held in Canaterbury, UK, in July 2012. The 16 long papers, 6 short papers and 21 poster abstracts presented were carefully reviewed and selected from 83 submissions. The papers are organized in keynotes, tutorial, workshops, graduate student symposium and topical sections on psychological and cognitive issues, diagram layout, diagrams and data analysis, Venn and Euler diagrams, reasoning with diagrams, investigating aesthetics, applications of diagrams.
Download or read book Text as Data written by Justin Grimmer and published by Princeton University Press. This book was released on 2022-03-29 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: A guide for using computational text analysis to learn about the social world From social media posts and text messages to digital government documents and archives, researchers are bombarded with a deluge of text reflecting the social world. This textual data gives unprecedented insights into fundamental questions in the social sciences, humanities, and industry. Meanwhile new machine learning tools are rapidly transforming the way science and business are conducted. Text as Data shows how to combine new sources of data, machine learning tools, and social science research design to develop and evaluate new insights. Text as Data is organized around the core tasks in research projects using text—representation, discovery, measurement, prediction, and causal inference. The authors offer a sequential, iterative, and inductive approach to research design. Each research task is presented complete with real-world applications, example methods, and a distinct style of task-focused research. Bridging many divides—computer science and social science, the qualitative and the quantitative, and industry and academia—Text as Data is an ideal resource for anyone wanting to analyze large collections of text in an era when data is abundant and computation is cheap, but the enduring challenges of social science remain. Overview of how to use text as data Research design for a world of data deluge Examples from across the social sciences and industry
Book Synopsis Motion and Representation by : Nicolas Salazar Sutil
Download or read book Motion and Representation written by Nicolas Salazar Sutil and published by MIT Press. This book was released on 2015-05-15 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: An examination of the ways human movement can be represented as a formal language and how this language can be mediated technologically. In Motion and Representation, Nicolás Salazar Sutil considers the representation of human motion through languages of movement and technological mediation. He argues that technology transforms the representation of movement and that representation in turn transforms the way we move and what we understand to be movement. Humans communicate through movement, physically and mentally. To record and capture integrated movement (both bodily and mental), by means of formal language and technological media, produces a material record and cultural expression of our evolving kinetic minds and identities. Salazar Sutil considers three forms of movement inscription: a written record (notation), a visual record (animation), and a computational record (motion capture). He focuses on what he calls kinetic formalism—formalized movement in such pursuits as dance, sports, live animation, and kinetic art, as well as abstract definitions of movement in mathematics and computer science. He explores the representation of kinetic space and spatiotemporality; the representation of mental plans of movement; movement notation, including stave notation (Labanotation) and such contemporary forms of notation as Choreographic Language Agent; and the impact of digital technology on contemporary representations of movement—in particular motion capture technology and Internet transfer protocols. Motion and Representation offers a unique cultural theory of movement and of the ever-changing ways of representing movement.
Book Synopsis Anarchism and the Crisis of Representation by : Jesse S. Cohn
Download or read book Anarchism and the Crisis of Representation written by Jesse S. Cohn and published by Susquehanna University Press. This book was released on 2006 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Anarchism and the Crisis of Representation is intended to provide readers of literary criticism, art history, political philosophy, and the social sciences with a fresh perspective from which to revisit dead-end theoretical debates over concepts such as "agency," "essentialism," and "realism" - and, at the same time, to offer a new take on anarchism itself, challenging conventional readings of the tradition. The anarchism that emerges from this reinterpretation is neither a musty rationalism nor a millenarian irrationalism, but a living body of thought that points beyond the sterile antinomies of post-modern and Marxist theory."--BOOK JACKET.
Book Synopsis Diagrammatic Representation and Reasoning by : Michael Anderson
Download or read book Diagrammatic Representation and Reasoning written by Michael Anderson and published by Springer Science & Business Media. This book was released on 2011-06-27 with total page 575 pages. Available in PDF, EPUB and Kindle. Book excerpt: The rise in computing and multimedia technology has spawned an increasing interest in the role of diagrams and sketches, not only for the purpose of conveying information but also for creative thinking and problem-solving. This book attempts to characterise the nature of "a science of diagrams" in a wide-ranging, multidisciplinary study that contains accounts of the most recent research results in computer science and psychology. Key topics include: cognitive aspects, formal aspects, and applications. It is a well-written and indispensable survey for researchers and students in the fields of cognitive science, artificial intelligence, human-computer interaction, and graphics and visualisation.
