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Author : Barbara Seidlhofer
Publisher : Gunter Narr Verlag
ISBN 13 : 9783823349341
Total Pages : 322 pages
Book Rating : 4.3/5 (493 download)
Download or read book Approaches to Summarization written by Barbara Seidlhofer and published by Gunter Narr Verlag. This book was released on 1995 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Inderjeet Mani
Publisher : MIT Press
ISBN 13 : 9780262133593
Total Pages : 464 pages
Book Rating : 4.1/5 (335 download)
Download or read book Advances in Automatic Text Summarization written by Inderjeet Mani and published by MIT Press. This book was released on 1999 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: ntil now there has been no state-of-the-art collection of themost important writings in automatic text summarization. This bookpresents the key developments in the field in an integrated frameworkand suggests future research areas. With the rapid growth of the World Wide Web and electronic information services, information is becoming available on-line at an incredible rate. One result is the oft-decried information overload. No one has time to read everything, yet we often have to make critical decisions based on what we are able to assimilate. The technology of automatic text summarization is becoming indispensable for dealing with this problem. Text summarization is the process of distilling the most important information from a source to produce an abridged version for a particular user or task. Until now there has been no state-of-the-art collection of the most important writings in automatic text summarization. This book presents the key developments in the field in an integrated framework and suggests future research areas. The book is organized into six sections: Classical Approaches, Corpus-Based Approaches, Exploiting Discourse Structure, Knowledge-Rich Approaches, Evaluation Methods, and New Summarization Problem Areas. Contributors D. A. Adams, C. Aone, R. Barzilay, E. Bloedorn, B. Boguraev, R. Brandow, C. Buckley, F. Chen, M. J. Chrzanowski, H. P. Edmundson, M. Elhadad, T. Firmin, R. P. Futrelle, J. Gorlinsky, U. Hahn, E. Hovy, D. Jang, K. Sparck Jones, G. M. Kasper, C. Kennedy, K. Kukich, J. Kupiec, B. Larsen, W. G. Lehnert, C. Lin, H. P. Luhn, I. Mani, D. Marcu, M. Maybury, K. McKeown, A. Merlino, M. Mitra, K. Mitze, M. Moens, A. H. Morris, S. H. Myaeng, M. E. Okurowski, J. Pedersen, J. J. Pollock, D. R. Radev, G. J. Rath, L. F. Rau, U. Reimer, A. Resnick, J. Robin, G. Salton, T. R. Savage, A. Singhal, G. Stein, T. Strzalkowski, S. Teufel, J. Wang, B. Wise, A. Zamora
Author : Ani Nenkova
Publisher : Now Publishers Inc
ISBN 13 : 1601984707
Total Pages : 144 pages
Book Rating : 4.6/5 (19 download)
Download or read book Automatic Summarization written by Ani Nenkova and published by Now Publishers Inc. This book was released on 2011 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: Automatic Summarization is a comprehensive overview of research in summarization, including the more traditional efforts in sentence extraction as well as the most novel recent approaches for determining important content, for domain and genre specific summarization and for evaluation of summarization
Author : Hai Zhuge
Publisher : Morgan Kaufmann
ISBN 13 : 0128034645
Total Pages : 205 pages
Book Rating : 4.1/5 (28 download)
Download or read book Multi-Dimensional Summarization in Cyber-Physical Society written by Hai Zhuge and published by Morgan Kaufmann. This book was released on 2016-11-14 with total page 205 pages. Available in PDF, EPUB and Kindle. Book excerpt: Text summarization has been studied for over a half century, but traditional methods process texts empirically and neglect the fundamental characteristics and principles of language use and understanding. Automatic summarization is a desirable technique for processing big data. This reference summarizes previous text summarization approaches in a multi-dimensional category space, introduces a multi-dimensional methodology for research and development, unveils the basic characteristics and principles of language use and understanding, investigates some fundamental mechanisms of summarization, studies dimensions on representations, and proposes a multi-dimensional evaluation mechanism. Investigation extends to incorporating pictures into summary and to the summarization of videos, graphs and pictures, and converges to a general summarization method. Further, some basic behaviors of summarization are studied in the complex cyber-physical-social space. Finally, a creative summarization mechanism is proposed as an effort toward the creative summarization of things, which is an open process of interactions among physical objects, data, people, and systems in cyber-physical-social space through a multi-dimensional lens of semantic computing. The author’s insights can inspire research and development of many computing areas. The first book that proposes the method for the summarization of things in cyber-physical society through a multi-dimensional lens of semantic computing. A transformation from the traditional application-driven research paradigm into a data-driven research paradigm for creative summarization through information modeling, cognitive modeling and knowledge modeling. A multi-dimensional methodology for studying, managing, creating and applying methods.
Author : Pazos-Rangel, Rodolfo Abraham
Publisher : IGI Global
ISBN 13 : 1799847314
Total Pages : 554 pages
Book Rating : 4.7/5 (998 download)
Download or read book Handbook of Research on Natural Language Processing and Smart Service Systems written by Pazos-Rangel, Rodolfo Abraham and published by IGI Global. This book was released on 2020-10-02 with total page 554 pages. Available in PDF, EPUB and Kindle. Book excerpt: Natural language processing (NLP) is a branch of artificial intelligence that has emerged as a prevalent method of practice for a sizeable amount of companies. NLP enables software to understand human language and process complex data that is generated within businesses. In a competitive market, leading organizations are showing an increased interest in implementing this technology to improve user experience and establish smarter decision-making methods. Research on the application of intelligent analytics is crucial for professionals and companies who wish to gain an edge on the opposition. The Handbook of Research on Natural Language Processing and Smart Service Systems is a collection of innovative research on the integration and development of intelligent software tools and their various applications within professional environments. While highlighting topics including discourse analysis, information retrieval, and advanced dialog systems, this book is ideally designed for developers, practitioners, researchers, managers, engineers, academicians, business professionals, scholars, policymakers, and students seeking current research on the improvement of competitive practices through the use of NLP and smart service systems.
Author : Inderjeet Mani
Publisher : John Benjamins Publishing
ISBN 13 : 9027299102
Total Pages : 299 pages
Book Rating : 4.0/5 (272 download)
Download or read book Automatic Summarization written by Inderjeet Mani and published by John Benjamins Publishing. This book was released on 2001-06-01 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the explosion in the quantity of on-line text and multimedia information in recent years, there has been a renewed interest in automatic summarization. This book provides a systematic introduction to the field, explaining basic definitions, the strategies used by human summarizers, and automatic methods that leverage linguistic and statistical knowledge to produce extracts and abstracts. Drawing from a wealth of research in artificial intelligence, natural language processing, and information retrieval, the book also includes detailed assessments of evaluation methods and new topics such as multi-document and multimedia summarization. Previous automatic summarization books have been either collections of specialized papers, or else authored books with only a chapter or two devoted to the field as a whole. This is the first textbook on the subject, developed based on teaching materials used in two one-semester courses. To further help the student reader, the book includes detailed case studies, accompanied by end-of-chapter reviews and an extensive glossary.Audience: students and researchers, as well as information technology managers, librarians, and anyone else interested in the subject.
Author : Giovanni Battista Varile
Publisher : Cambridge University Press
ISBN 13 : 9780521592772
Total Pages : 546 pages
Book Rating : 4.5/5 (927 download)
Download or read book Survey of the State of the Art in Human Language Technology written by Giovanni Battista Varile and published by Cambridge University Press. This book was released on 1997 with total page 546 pages. Available in PDF, EPUB and Kindle. Book excerpt: Languages, in all their forms, are the more efficient and natural means for people to communicate. Enormous quantities of information are produced, distributed and consumed using languages. Human language technology's main purpose is to allow the use of automatic systems and tools to assist humans in producing and accessing information, to improve communication between humans, and to assist humans in communicating with machines. This book, sponsored by the Directorate General XIII of the European Union and the Information Science and Engineering Directorate of the National Science Foundation, USA, offers the first comprehensive overview of the human language technology field.
Author : Federico Alberto Pozzi
Publisher : Morgan Kaufmann
ISBN 13 : 0128044381
Total Pages : 286 pages
Book Rating : 4.1/5 (28 download)
Download or read book Sentiment Analysis in Social Networks written by Federico Alberto Pozzi and published by Morgan Kaufmann. This book was released on 2016-10-06 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of Sentiment Analysis is to define automatic tools able to extract subjective information from texts in natural language, such as opinions and sentiments, in order to create structured and actionable knowledge to be used by either a decision support system or a decision maker. Sentiment analysis has gained even more value with the advent and growth of social networking. Sentiment Analysis in Social Networks begins with an overview of the latest research trends in the field. It then discusses the sociological and psychological processes underling social network interactions. The book explores both semantic and machine learning models and methods that address context-dependent and dynamic text in online social networks, showing how social network streams pose numerous challenges due to their large-scale, short, noisy, context- dependent and dynamic nature. Further, this volume: Takes an interdisciplinary approach from a number of computing domains, including natural language processing, machine learning, big data, and statistical methodologies Provides insights into opinion spamming, reasoning, and social network analysis Shows how to apply sentiment analysis tools for a particular application and domain, and how to get the best results for understanding the consequences Serves as a one-stop reference for the state-of-the-art in social media analytics Takes an interdisciplinary approach from a number of computing domains, including natural language processing, big data, and statistical methodologies Provides insights into opinion spamming, reasoning, and social network mining Shows how to apply opinion mining tools for a particular application and domain, and how to get the best results for understanding the consequences Serves as a one-stop reference for the state-of-the-art in social media analytics
Author : Daniel Marcu
Publisher : MIT Press
ISBN 13 : 9780262133722
Total Pages : 276 pages
Book Rating : 4.1/5 (337 download)
Download or read book The Theory and Practice of Discourse Parsing and Summarization written by Daniel Marcu and published by MIT Press. This book was released on 2000 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: Most discourse researchers assume that full semantic understanding is necessary to derive the discourse structure of texts. This book documents an attempt to construct and use automatic and non-semantic computational structures for text summarization.
Author : Fiori, Alessandro
Publisher : IGI Global
ISBN 13 : 1522593756
Total Pages : 335 pages
Book Rating : 4.5/5 (225 download)
Download or read book Trends and Applications of Text Summarization Techniques written by Fiori, Alessandro and published by IGI Global. This book was released on 2019-08-30 with total page 335 pages. Available in PDF, EPUB and Kindle. Book excerpt: While the availability of electronic documents increases exponentially with advancing technology, the time spent to process this wealth of resourceful information decreases. Content analysis and information extraction must be aided by summarization methods to quickly parcel pieces of interest and allow for succinct user familiarization in a simple, efficient manner. Trends and Applications of Text Summarization Techniques is a pivotal reference source that explores the latest approaches of document summarization including update, multi-lingual, and domain-oriented summarization tasks and examines their current real-world applications in multiple fields. Featuring coverage on a wide range of topics such as parallel construction, social network integration, and evaluation metrics, this book is ideally designed for information technology practitioners, computer scientists, bioinformatics analysts, business managers, healthcare professionals, academicians, researchers, and students.
Author : Fiori, Alessandro
Publisher : IGI Global
ISBN 13 : 1466650206
Total Pages : 363 pages
Book Rating : 4.4/5 (666 download)
Download or read book Innovative Document Summarization Techniques: Revolutionizing Knowledge Understanding written by Fiori, Alessandro and published by IGI Global. This book was released on 2014-01-31 with total page 363 pages. Available in PDF, EPUB and Kindle. Book excerpt: The prevalence of digital documentation presents some pressing concerns for efficient information retrieval in the modern age. Readers want to be able to access the information they desire without having to search through a mountain of unrelated data, so algorithms and methods for effectively seeking out pertinent information are of critical importance. Innovative Document Summarization Techniques: Revolutionizing Knowledge Understanding evaluates some of the existing approaches to information retrieval and summarization of digital documents, as well as current research and future developments. This book serves as a sounding board for students, educators, researchers, and practitioners of information technology, advancing the ongoing discussion of communication in the digital age.
Author : Boris Mirkin
Publisher : Springer Science & Business Media
ISBN 13 : 0857292870
Total Pages : 402 pages
Book Rating : 4.8/5 (572 download)
Download or read book Core Concepts in Data Analysis: Summarization, Correlation and Visualization written by Boris Mirkin and published by Springer Science & Business Media. This book was released on 2011-04-05 with total page 402 pages. Available in PDF, EPUB and Kindle. Book excerpt: Core Concepts in Data Analysis: Summarization, Correlation and Visualization provides in-depth descriptions of those data analysis approaches that either summarize data (principal component analysis and clustering, including hierarchical and network clustering) or correlate different aspects of data (decision trees, linear rules, neuron networks, and Bayes rule). Boris Mirkin takes an unconventional approach and introduces the concept of multivariate data summarization as a counterpart to conventional machine learning prediction schemes, utilizing techniques from statistics, data analysis, data mining, machine learning, computational intelligence, and information retrieval. Innovations following from his in-depth analysis of the models underlying summarization techniques are introduced, and applied to challenging issues such as the number of clusters, mixed scale data standardization, interpretation of the solutions, as well as relations between seemingly unrelated concepts: goodness-of-fit functions for classification trees and data standardization, spectral clustering and additive clustering, correlation and visualization of contingency data. The mathematical detail is encapsulated in the so-called “formulation” parts, whereas most material is delivered through “presentation” parts that explain the methods by applying them to small real-world data sets; concise “computation” parts inform of the algorithmic and coding issues. Four layers of active learning and self-study exercises are provided: worked examples, case studies, projects and questions.
Author : Parth Mehta
Publisher : Springer
ISBN 13 : 9811389349
Total Pages : 116 pages
Book Rating : 4.8/5 (113 download)
Download or read book From Extractive to Abstractive Summarization: A Journey written by Parth Mehta and published by Springer. This book was released on 2019-08-13 with total page 116 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes recent advances in text summarization, identifies remaining gaps and challenges, and proposes ways to overcome them. It begins with one of the most frequently discussed topics in text summarization – ‘sentence extraction’ –, examines the effectiveness of current techniques in domain-specific text summarization, and proposes several improvements. In turn, the book describes the application of summarization in the legal and scientific domains, describing two new corpora that consist of more than 100 thousand court judgments and more than 20 thousand scientific articles, with the corresponding manually written summaries. The availability of these large-scale corpora opens up the possibility of using the now popular data-driven approaches based on deep learning. The book then highlights the effectiveness of neural sentence extraction approaches, which perform just as well as rule-based approaches, but without the need for any manual annotation. As a next step, multiple techniques for creating ensembles of sentence extractors – which deliver better and more robust summaries – are proposed. In closing, the book presents a neural network-based model for sentence compression. Overall the book takes readers on a journey that begins with simple sentence extraction and ends in abstractive summarization, while also covering key topics like ensemble techniques and domain-specific summarization, which have not been explored in detail prior to this.
Author : Rick Wormeli
Publisher : ASCD
ISBN 13 : 1416626794
Total Pages : 290 pages
Book Rating : 4.4/5 (166 download)
Download or read book Summarization in Any Subject written by Rick Wormeli and published by ASCD. This book was released on 2018-12-12 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: Summarization. Just when we thought we knew everything about it, the doors to divergent thinking open and summarization—no longer something that students must endure until you get to the "cool" stuff—takes on an exciting new role in student success! In this second edition of Summarization in Any Subject, Dedra Stafford joins Rick Wormeli in adding fresh depth and creative variations to the basics, including changes to all 50 techniques from the first edition and brand new summarizing techniques that can be differentiated for multiple disciplines and levels of student readiness. Personably written, with a sense of humor and a commitment to students' substantive engagement with curriculum, this new edition provides practical, "show me what it looks like" tools and descriptions as well as QR codes and tech integrations for many of the techniques. The book provides A clear rationale for summarization in any subject along with an explanation of the cognitive science that powers its positive effects, including the influence of background knowledge and primacy-recency, plus the benefits of metaphors, chunking, timing, maintaining objectivity, and the efficacy that comes when students process content. Practical tips for teaching students note taking, paraphrasing, and text structure. Nine easy strategies that teachers can use to help students begin to understand what they need to know in order to summarize. Detailed descriptions of 60 strategies and critical thinking variations that provide students with memorable learning experiences, plus targeted support materials that assist in teaching and learning. It's time to revitalize learning and shatter the tedium associated with summarization, and this new edition of Summarization in Any Subject can help you do just that.
Author : Sarfraz, Muhammad
Publisher : IGI Global
ISBN 13 : 1799810232
Total Pages : 355 pages
Book Rating : 4.7/5 (998 download)
Download or read book Critical Approaches to Information Retrieval Research written by Sarfraz, Muhammad and published by IGI Global. This book was released on 2019-08-30 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information retrieval (IR) is considered to be the science of searching for information from a variety of information sources related to texts, images, sounds, or multimedia. With the rise of the internet and digital databases, updated information retrieval methodologies are essential to ensure the continued facilitation and enhancement of information exchange. Critical Approaches to Information Retrieval Research is a critical scholarly publication that provides multidisciplinary examinations of theoretical innovations and methods in information retrieval technologies including search and storage applications for data, text, image, sound, document, and video retrieval. Featuring a wide range of topics including data mining, machine learning, and ontology, this book is ideal for librarians, software engineers, data scientists, professionals, researchers, information engineers, scientists, practitioners, and academicians working in the fields of computer science, information technology, information and communication sciences, education, health, library, and more.
Author : Mukhdeep Singh Manshahia
Publisher : John Wiley & Sons
ISBN 13 : 1119792622
Total Pages : 944 pages
Book Rating : 4.1/5 (197 download)
Download or read book Handbook of Intelligent Computing and Optimization for Sustainable Development written by Mukhdeep Singh Manshahia and published by John Wiley & Sons. This book was released on 2022-02-11 with total page 944 pages. Available in PDF, EPUB and Kindle. Book excerpt: HANDBOOK OF INTELLIGENT COMPUTING AND OPTIMIZATION FOR SUSTAINABLE DEVELOPMENT This book provides a comprehensive overview of the latest breakthroughs and recent progress in sustainable intelligent computing technologies, applications, and optimization techniques across various industries. Optimization has received enormous attention along with the rapidly increasing use of communication technology and the development of user-friendly software and artificial intelligence. In almost all human activities, there is a desire to deliver the highest possible results with the least amount of effort. Moreover, optimization is a very well-known area with a vast number of applications, from route finding problems to medical treatment, construction, finance, accounting, engineering, and maintenance schedules in plants. As far as optimization of real-world problems is concerned, understanding the nature of the problem and grouping it in a proper class may help the designer employ proper techniques which can solve the problem efficiently. Many intelligent optimization techniques can find optimal solutions without the use of objective function and are less prone to local conditions. The 41 chapters comprising the Handbook of Intelligent Computing and Optimization for Sustainable Development by subject specialists, represent diverse disciplines such as mathematics and computer science, electrical and electronics engineering, neuroscience and cognitive sciences, medicine, and social sciences, and provide the reader with an integrated understanding of the importance that intelligent computing has in the sustainable development of current societies. It discusses the emerging research exploring the theoretical and practical aspects of successfully implementing new and innovative intelligent techniques in a variety of sectors, including IoT, manufacturing, optimization, and healthcare. Audience It is a pivotal reference source for IT specialists, industry professionals, managers, executives, researchers, scientists, and engineers seeking current research in emerging perspectives in the field of artificial intelligence in the areas of Internet of Things, renewable energy, optimization, and smart cities.
Author : Juan-Manuel Torres-Moreno
Publisher : John Wiley & Sons
ISBN 13 : 1848216688
Total Pages : 366 pages
Book Rating : 4.8/5 (482 download)
Download or read book Automatic Text Summarization written by Juan-Manuel Torres-Moreno and published by John Wiley & Sons. This book was released on 2014-11-10 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt: Textual information in the form of digital documents quickly accumulates to create huge amounts of data. The majority of these documents are unstructured: it is unrestricted text and has not been organized into traditional databases. Processing documents is therefore a perfunctory task, mostly due to a lack of standards. It has thus become extremely difficult to implement automatic text analysis tasks. Automatic Text Summarization (ATS), by condensing the text while maintaining relevant information, can help to process this ever-increasing, difficult-to-handle, mass of information. This book examines the motivations and different algorithms for ATS. The author presents the recent state of the art before describing the main problems of ATS, as well as the difficulties and solutions provided by the community. The book provides recent advances in ATS, as well as current applications and trends. The approaches are statistical, linguistic and symbolic. Several examples are also included in order to clarify the theoretical concepts.
