From Extractive To Abstractive Summarization A Journey

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From Extractive to Abstractive Summarization: A Journey

Author : Parth Mehta
Publisher : Springer
ISBN 13 : 9811389349
Total Pages : 120 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis From Extractive to Abstractive Summarization: A Journey by : Parth Mehta

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 120 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.

PRICAI 2019: Trends in Artificial Intelligence

Author : Abhaya C. Nayak
Publisher : Springer Nature
ISBN 13 : 3030299082
Total Pages : 789 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis PRICAI 2019: Trends in Artificial Intelligence by : Abhaya C. Nayak

Download or read book PRICAI 2019: Trends in Artificial Intelligence written by Abhaya C. Nayak and published by Springer Nature. This book was released on 2019-08-23 with total page 789 pages. Available in PDF, EPUB and Kindle. Book excerpt: This three-volume set, LNAI 11670, LNAI 11671, and LNAI 11672 constitutes the thoroughly refereed proceedings of the 16th Pacific Rim Conference on Artificial Intelligence, PRICAI 2019, held in Cuvu, Yanuca Island, Fiji, in August 2019. The 111 full papers and 13 short papers presented in these volumes were carefully reviewed and selected from 265 submissions. PRICAI covers a wide range of topics such as AI theories, technologies and their applications in the areas of social and economic importance for countries in the Pacific Rim.

Social Computing and Social Media

Author : Adela Coman
Publisher : Springer Nature
ISBN 13 : 3031359151
Total Pages : 655 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Social Computing and Social Media by : Adela Coman

Download or read book Social Computing and Social Media written by Adela Coman and published by Springer Nature. This book was released on 2023-07-08 with total page 655 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set LNCS 14025 and 14026 constitutes the refereed proceedings of the 15th International Conference on Social Computing and Social Media, SCSM 2023, held as part of the 25th International Conference, HCI International 2023, held in Copenhagen, Denmark in July 2023. The total of 1578 papers and 396 posters included in the HCII 2023 proceedings was carefully reviewed and selected from 7472 submissions. The SCSM 2023 conference offers a wide range of topics related to the design, development, assessment, use, and impact of social media.

Advances in Information Retrieval

Author : Gabriella Pasi
Publisher : Springer
ISBN 13 : 3319769413
Total Pages : 852 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Advances in Information Retrieval by : Gabriella Pasi

Download or read book Advances in Information Retrieval written by Gabriella Pasi and published by Springer. This book was released on 2018-03-20 with total page 852 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 40th European Conference on IR Research, ECIR 2018, held in Grenoble, France, in March 2018. The 39 full papers and 39 short papers presented together with 6 demos, 5 workshops and 3 tutorials, were carefully reviewed and selected from 303 submissions. Accepted papers cover the state of the art in information retrieval including topics such as: topic modeling, deep learning, evaluation, user behavior, document representation, recommendation systems, retrieval methods, learning and classication, and micro-blogs.

The SAGE Handbook of Digital Society

Author : William Housley
Publisher : SAGE
ISBN 13 : 1529789133
Total Pages : 669 pages
Book Rating : 4.5/5 (297 download)

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Book Synopsis The SAGE Handbook of Digital Society by : William Housley

Download or read book The SAGE Handbook of Digital Society written by William Housley and published by SAGE. This book was released on 2022-11-23 with total page 669 pages. Available in PDF, EPUB and Kindle. Book excerpt: This SAGE Handbook brings together cutting edge social scientific research and theoretical insight into the emerging contours of digital society. Chapters explore the relationship between digitisation, social organisation and social transformation at both the macro and micro level, making this a valuable resource for postgraduate students and academics conducting research across the social sciences. The topics covered are impressively far-ranging and timely, including machine learning, social media, surveillance, misinformation, digital labour, and beyond. This innovative Handbook perfectly captures the state of the art of a field which is rapidly gaining cross-disciplinary interest and global importance, and establishes a thematic framework for future teaching and research. Part 1: Theorising Digital Societies Part 2: Researching Digital Societies Part 3: Sociotechnical Systems and Disruptive Technologies in Action Part 4: Digital Society and New Social Dilemmas Part 5: Governance and Regulation Part 6: Digital Futures

Big Data Analytics for Improved Accuracy, Efficiency, and Decision Making in Digital Marketing

Author : Singh, Amandeep
Publisher : IGI Global
ISBN 13 : 1799872335
Total Pages : 310 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Big Data Analytics for Improved Accuracy, Efficiency, and Decision Making in Digital Marketing by : Singh, Amandeep

Download or read book Big Data Analytics for Improved Accuracy, Efficiency, and Decision Making in Digital Marketing written by Singh, Amandeep and published by IGI Global. This book was released on 2021-06-18 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: The availability of big data, low-cost commodity hardware, and new information management and analytic software have produced a unique moment in the history of data analysis. The convergence of these trends means that we have the capabilities required to analyze astonishing data sets quickly and cost-effectively for the first time in history. They represent a genuine leap forward and a clear opportunity to realize enormous gains in terms of efficiency, productivity, revenue, and profitability especially in digital marketing. Data plays a huge role in understanding valuable insights about target demographics and customer preferences. From every interaction with technology, regardless of whether it is active or passive, we are creating new data that can describe us. If analyzed correctly, these data points can explain a lot about our behavior, personalities, and life events. Companies can leverage these insights for product improvements, business strategy, and marketing campaigns to cater to the target customers. Big Data Analytics for Improved Accuracy, Efficiency, and Decision Making in Digital Marketing aids understanding of big data in terms of digital marketing for meaningful analysis of information that can improve marketing efforts and strategies using the latest digital techniques. The chapters cover a wide array of essential marketing topics and techniques, including search engine marketing, consumer behavior, social media marketing, online advertising, and how they interact with big data. This book is essential for professionals and researchers working in the field of analytics, data, and digital marketing, along with marketers, advertisers, brand managers, social media specialists, managers, sales professionals, practitioners, researchers, academicians, and students looking for the latest information on how big data is being used in digital marketing strategies.

Data Management, Analytics and Innovation

Author : Neha Sharma
Publisher : Springer Nature
ISBN 13 : 9819732425
Total Pages : 664 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Data Management, Analytics and Innovation by : Neha Sharma

Download or read book Data Management, Analytics and Innovation written by Neha Sharma and published by Springer Nature. This book was released on with total page 664 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in Automatic Text Summarization

Author : Inderjeet Mani
Publisher : MIT Press
ISBN 13 : 9780262133593
Total Pages : 464 pages
Book Rating : 4.1/5 (335 download)

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Book Synopsis Advances in Automatic Text Summarization by : Inderjeet Mani

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

Artificial Intelligence and Machine Learning

Author : Hai Jin
Publisher : Springer Nature
ISBN 13 : 9819712777
Total Pages : 508 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Artificial Intelligence and Machine Learning by : Hai Jin

Download or read book Artificial Intelligence and Machine Learning written by Hai Jin and published by Springer Nature. This book was released on with total page 508 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence and Cognitive Science

Author : Luca Longo
Publisher : Springer Nature
ISBN 13 : 303126438X
Total Pages : 547 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Artificial Intelligence and Cognitive Science by : Luca Longo

Download or read book Artificial Intelligence and Cognitive Science written by Luca Longo and published by Springer Nature. This book was released on 2023-02-22 with total page 547 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book constitutes selected papers presented during the 30th Irish Conference on Artificial Intelligence and Cognitive Science, held in Munster, Ireland, in December 2022. The 41 presented papers were thoroughly reviewed and selected from the 102 submissions. They are organized in topical sections on machine learning, deep learning and applications; responsible and trustworthy artificial intelligence; natural language processing and recommender systems; knowledge representation, reasoning, optimisation and intelligent applications.

Innovative Data Communication Technologies and Application

Author : Jennifer S. Raj
Publisher : Springer Nature
ISBN 13 : 3030380408
Total Pages : 852 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Innovative Data Communication Technologies and Application by : Jennifer S. Raj

Download or read book Innovative Data Communication Technologies and Application written by Jennifer S. Raj and published by Springer Nature. This book was released on 2020-01-30 with total page 852 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents emerging concepts in data mining, big data analysis, communication, and networking technologies, and discusses the state-of-the-art in data engineering practices to tackle massive data distributions in smart networked environments. It also provides insights into potential data distribution challenges in ubiquitous data-driven networks, highlighting research on the theoretical and systematic framework for analyzing, testing and designing intelligent data analysis models for evolving communication frameworks. Further, the book showcases the latest developments in wireless sensor networks, cloud computing, mobile network, autonomous systems, cryptography, automation, and other communication and networking technologies. In addition, it addresses data security, privacy and trust, wireless networks, data classification, data prediction, performance analysis, data validation and verification models, machine learning, sentiment analysis, and various data analysis techniques.

Spoken Language Understanding

Author : Gokhan Tur
Publisher : John Wiley & Sons
ISBN 13 : 1119993946
Total Pages : 443 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis Spoken Language Understanding by : Gokhan Tur

Download or read book Spoken Language Understanding written by Gokhan Tur and published by John Wiley & Sons. This book was released on 2011-05-03 with total page 443 pages. Available in PDF, EPUB and Kindle. Book excerpt: Spoken language understanding (SLU) is an emerging field in between speech and language processing, investigating human/ machine and human/ human communication by leveraging technologies from signal processing, pattern recognition, machine learning and artificial intelligence. SLU systems are designed to extract the meaning from speech utterances and its applications are vast, from voice search in mobile devices to meeting summarization, attracting interest from both commercial and academic sectors. Both human/machine and human/human communications can benefit from the application of SLU, using differing tasks and approaches to better understand and utilize such communications. This book covers the state-of-the-art approaches for the most popular SLU tasks with chapters written by well-known researchers in the respective fields. Key features include: Presents a fully integrated view of the two distinct disciplines of speech processing and language processing for SLU tasks. Defines what is possible today for SLU as an enabling technology for enterprise (e.g., customer care centers or company meetings), and consumer (e.g., entertainment, mobile, car, robot, or smart environments) applications and outlines the key research areas. Provides a unique source of distilled information on methods for computer modeling of semantic information in human/machine and human/human conversations. This book can be successfully used for graduate courses in electronics engineering, computer science or computational linguistics. Moreover, technologists interested in processing spoken communications will find it a useful source of collated information of the topic drawn from the two distinct disciplines of speech processing and language processing under the new area of SLU.

Natural Language Processing and Information Retrieval

Author : Muskan Garg
Publisher : CRC Press
ISBN 13 : 1003800483
Total Pages : 271 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Natural Language Processing and Information Retrieval by : Muskan Garg

Download or read book Natural Language Processing and Information Retrieval written by Muskan Garg and published by CRC Press. This book was released on 2023-11-28 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the basics and recent advancements in natural language processing and information retrieval in a single volume. It will serve as an ideal reference text for graduate students and academic researchers in interdisciplinary areas of electrical engineering, electronics engineering, computer engineering, and information technology. This text emphasizes the existing problem domains and possible new directions in natural language processing and information retrieval. It discusses the importance of information retrieval with the integration of machine learning, deep learning, and word embedding. This approach supports the quick evaluation of real-time data. It covers important topics including rumor detection techniques, sentiment analysis using graph-based techniques, social media data analysis, and language-independent text mining. Features: • Covers aspects of information retrieval in different areas including healthcare, data analysis, and machine translation • Discusses recent advancements in language- and domain-independent information extraction from textual and/or multimodal data • Explains models including decision making, random walk, knowledge graphs, word embedding, n-grams, and frequent pattern mining • Provides integrated approaches of machine learning, deep learning, and word embedding for natural language processing • Covers latest datasets for natural language processing and information retrieval for social media like Twitter The text is primarily written for graduate students and academic researchers in interdisciplinary areas of electrical engineering, electronics engineering, computer engineering, and information technology.

Future and Emergent Trends in Language Technology

Author : José F. Quesada
Publisher : Springer
ISBN 13 : 3319335006
Total Pages : 178 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Future and Emergent Trends in Language Technology by : José F. Quesada

Download or read book Future and Emergent Trends in Language Technology written by José F. Quesada and published by Springer. This book was released on 2016-04-25 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the First International Workshop on Future and Emergent Trends in Language Technology, FETLT 2015, held in Seville, Spain, in November 2015. The 10 full papers presented together with 3 position papers and 7 invited keynote abstracts were selected from numerous submissions. The structure of the Workshop will feature a significant number of experts in language technologies and convergent areas. One objective will be the organization of forum sessions in order to review some of the current-trend research projects that are already addressing new methodological approaches and proposing solutions and innovative applications. A second major objective will be brainstorming sessions where representatives of the most innovative industrial sector in this area can present and describe the challenges and socio-economic needs of the present and immediate future. All researchers are invited to submit proposals that incorporate solid research and innovation ideas in the field of language technology and in connection with other convergent areas.

Result Page Generation for Web Searching: Emerging Research and Opportunities

Author : Alli, Mostafa
Publisher : IGI Global
ISBN 13 : 1799809633
Total Pages : 126 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Result Page Generation for Web Searching: Emerging Research and Opportunities by : Alli, Mostafa

Download or read book Result Page Generation for Web Searching: Emerging Research and Opportunities written by Alli, Mostafa and published by IGI Global. This book was released on 2020-12-18 with total page 126 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diversity in user queries makes it challenging for search engines to effectively return a set of relevant results. Both user intentions to search the web and types of queries are vastly varied; consequently, horizontal and vertical search engines are developed to answer user queries more efficiently. However, these search engines present a variety of problems in web searching. Result Page Generation for Web Searching: Emerging Research and Opportunities is an essential reference publication that focuses on taking advantages from text and web mining in order to address the issues of recommendation and visualization in web searching. Highlighting a wide range of topics such as navigational searching, resource identification, and ambiguous queries, this book is ideally designed for computer engineers, web designers, programmers, academicians, researchers, and students.

Inventive Computation and Information Technologies

Author : S. Smys
Publisher : Springer Nature
ISBN 13 : 9811667233
Total Pages : 911 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Inventive Computation and Information Technologies by : S. Smys

Download or read book Inventive Computation and Information Technologies written by S. Smys and published by Springer Nature. This book was released on 2022-01-18 with total page 911 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of best selected papers presented at the International Conference on Inventive Computation and Information Technologies (ICICIT 2021), organized during 12–13 August 2021. The book includes papers in the research area of information sciences and communication engineering. The book presents novel and innovative research results in theory, methodology and applications of communication engineering and information technologies.

Artificial Intelligence and Speech Technology

Author : Amita Dev
Publisher : Springer Nature
ISBN 13 : 303095711X
Total Pages : 691 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Artificial Intelligence and Speech Technology by : Amita Dev

Download or read book Artificial Intelligence and Speech Technology written by Amita Dev and published by Springer Nature. This book was released on 2022-01-28 with total page 691 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes selected papers presented at the Third International Conference on Artificial Intelligence and Speech Technology, AIST 2021, held in Delhi, India, in November 2021. The 36 full papers and 18 short papers presented were thoroughly reviewed and selected from the 178 submissions. They provide a discussion on application of Artificial Intelligence tools in speech analysis, representation and models, spoken language recognition and understanding, affective speech recognition, interpretation and synthesis, speech interface design and human factors engineering, speech emotion recognition technologies, audio-visual speech processing and several others.