Text And Social Media Analytics For Fake News And Hate Speech Detection

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Text and Social Media Analytics for Fake News and Hate Speech Detection

Author : Hemant Kumar Soni
Publisher :
ISBN 13 : 9781032526621
Total Pages : 0 pages
Book Rating : 4.5/5 (266 download)

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Book Synopsis Text and Social Media Analytics for Fake News and Hate Speech Detection by : Hemant Kumar Soni

Download or read book Text and Social Media Analytics for Fake News and Hate Speech Detection written by Hemant Kumar Soni and published by . This book was released on 2024-08-21 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Identifying and stopping the dissemination of fabricated news, hate speech, or deceptive information camouflaged as legitimate news poses a significant technological hurdle. This book presents emergent methodologies and technological approaches of natural language processing through machine learning for counteracting the spread of fake news and hate speeches on social media platforms. - Covers various approaches, algorithms and methodologies for fake news and hate speech detection - Explains the automatic detection and prevention of fake news and hate speech through paralinguistic clues on social media using artificial intelligence - Discusses the application of machine learning models to learn linguistic characteristics of hate speech over social media platforms. - Emphasizes the role of multilingual and multimodal processing to detect fake news - Includes research on different optimization techniques, case studies on the identification, prevention and social impact of fake news, and GiT Hub repository links to aid understanding The text is for professionals and scholars of various disciplines interested in fake news and hate speech detection.

Text and Social Media Analytics for Fake News and Hate Speech Detection

Author : Hemant Kumar Soni
Publisher : CRC Press
ISBN 13 : 104010049X
Total Pages : 325 pages
Book Rating : 4.0/5 (41 download)

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Book Synopsis Text and Social Media Analytics for Fake News and Hate Speech Detection by : Hemant Kumar Soni

Download or read book Text and Social Media Analytics for Fake News and Hate Speech Detection written by Hemant Kumar Soni and published by CRC Press. This book was released on 2024-08-21 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: Identifying and stopping the dissemination of fabricated news, hate speech, or deceptive information camouflaged as legitimate news poses a significant technological hurdle. This book presents emergent methodologies and technological approaches of natural language processing through machine learning for counteracting the spread of fake news and hate speech on social media platforms. • Covers various approaches, algorithms, and methodologies for fake news and hate speech detection. • Explains the automatic detection and prevention of fake news and hate speech through paralinguistic clues on social media using artificial intelligence. • Discusses the application of machine learning models to learn linguistic characteristics of hate speech over social media platforms. • Emphasizes the role of multilingual and multimodal processing to detect fake news. • Includes research on different optimization techniques, case studies on the identification, prevention, and social impact of fake news, and GitHub repository links to aid understanding. The text is for professionals and scholars of various disciplines interested in fake news and hate speech detection.

Disinformation, Misinformation, and Fake News in Social Media

Author : Kai Shu
Publisher : Springer Nature
ISBN 13 : 3030426998
Total Pages : 285 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Disinformation, Misinformation, and Fake News in Social Media by : Kai Shu

Download or read book Disinformation, Misinformation, and Fake News in Social Media written by Kai Shu and published by Springer Nature. This book was released on 2020-06-17 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves as a convenient entry point for researchers, practitioners, and students to understand the problems and challenges, learn state-of-the-art solutions for their specific needs, and quickly identify new research problems in their domains. The contributors to this volume describe the recent advancements in three related parts: (1) user engagements in the dissemination of information disorder; (2) techniques on detecting and mitigating disinformation; and (3) trending issues such as ethics, blockchain, clickbaits, etc. This edited volume will appeal to students, researchers, and professionals working on disinformation, misinformation and fake news in social media from a unique lens.

Journalism, fake news & disinformation

Author : Ireton, Cherilyn
Publisher : UNESCO Publishing
ISBN 13 : 9231002813
Total Pages : 128 pages
Book Rating : 4.2/5 (31 download)

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Book Synopsis Journalism, fake news & disinformation by : Ireton, Cherilyn

Download or read book Journalism, fake news & disinformation written by Ireton, Cherilyn and published by UNESCO Publishing. This book was released on 2018-09-17 with total page 128 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Detecting Fake News on Social Media

Author : Kai Shu
Publisher : Springer Nature
ISBN 13 : 3031019156
Total Pages : 121 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Detecting Fake News on Social Media by : Kai Shu

Download or read book Detecting Fake News on Social Media written by Kai Shu and published by Springer Nature. This book was released on 2022-05-31 with total page 121 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the past decade, social media has become increasingly popular for news consumption due to its easy access, fast dissemination, and low cost. However, social media also enables the wide propagation of "fake news," i.e., news with intentionally false information. Fake news on social media can have significant negative societal effects. Therefore, fake news detection on social media has recently become an emerging research area that is attracting tremendous attention. This book, from a data mining perspective, introduces the basic concepts and characteristics of fake news across disciplines, reviews representative fake news detection methods in a principled way, and illustrates challenging issues of fake news detection on social media. In particular, we discussed the value of news content and social context, and important extensions to handle early detection, weakly-supervised detection, and explainable detection. The concepts, algorithms, and methods described in this lecture can help harness the power of social media to build effective and intelligent fake news detection systems. This book is an accessible introduction to the study of detecting fake news on social media. It is an essential reading for students, researchers, and practitioners to understand, manage, and excel in this area. This book is supported by additional materials, including lecture slides, the complete set of figures, key references, datasets, tools used in this book, and the source code of representative algorithms. The readers are encouraged to visit the book website for the latest information: http://dmml.asu.edu/dfn/

Advances on Intelligent Computing and Data Science

Author : Faisal Saeed
Publisher : Springer Nature
ISBN 13 : 3031362586
Total Pages : 705 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Advances on Intelligent Computing and Data Science by : Faisal Saeed

Download or read book Advances on Intelligent Computing and Data Science written by Faisal Saeed and published by Springer Nature. This book was released on 2023-08-16 with total page 705 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the papers included in the proceedings of the 3rd International Conference of Advanced Computing and Informatics (ICACin’22) that was held in Casablanca, Morocco, on October 15–16, 2022. A total of 98 papers were submitted to the conference, but only 60 papers were accepted and published in this book with an acceptance rate of 61%. The book presents several hot research topics which include artificial intelligence and data science, big data analytics, Internet of Things (IoT) and smart cities, information security, cloud computing and networking, and computational informatics.

Cybercrime in Social Media

Author : Pradeep Kumar Roy
Publisher : CRC Press
ISBN 13 : 1000888479
Total Pages : 277 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Cybercrime in Social Media by : Pradeep Kumar Roy

Download or read book Cybercrime in Social Media written by Pradeep Kumar Roy and published by CRC Press. This book was released on 2023-06-16 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: This reference text presents the important components for grasping the potential of social computing with an emphasis on concerns, challenges, and benefits of the social platform in depth. Features: Detailed discussion on social-cyber issues, including hate speech, cyberbullying, and others Discusses usefulness of social platforms for societal needs Includes framework to address the social issues with their implementations Covers fake news and rumor detection models Describes sentimental analysis of social posts with advanced learning techniques The book is ideal for undergraduate, postgraduate, and research students who want to learn about the issues, challenges, and solutions of social platforms in depth.

Computational Intelligence and Data Analytics

Author : Rajkumar Buyya
Publisher : Springer Nature
ISBN 13 : 981193391X
Total Pages : 616 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Computational Intelligence and Data Analytics by : Rajkumar Buyya

Download or read book Computational Intelligence and Data Analytics written by Rajkumar Buyya and published by Springer Nature. This book was released on 2022-09-01 with total page 616 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book presents high-quality research papers presented at the International Conference on Computational Intelligence and Data Analytics (ICCIDA 2022), organized by the Department of Information Technology, Vasavi College of Engineering, Hyderabad, India in January 2022. ICCIDA provides an excellent platform for exchanging knowledge with the global community of scientists, engineers, and educators. This volume covers cutting-edge research in two prominent areas – computational intelligence and data analytics, and allied research areas.

Data Science for Fake News

Author : Deepak P
Publisher : Springer Nature
ISBN 13 : 3030626962
Total Pages : 302 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Data Science for Fake News by : Deepak P

Download or read book Data Science for Fake News written by Deepak P and published by Springer Nature. This book was released on 2021-04-29 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an overview of fake news detection, both through a variety of tutorial-style survey articles that capture advancements in the field from various facets and in a somewhat unique direction through expert perspectives from various disciplines. The approach is based on the idea that advancing the frontier on data science approaches for fake news is an interdisciplinary effort, and that perspectives from domain experts are crucial to shape the next generation of methods and tools. The fake news challenge cuts across a number of data science subfields such as graph analytics, mining of spatio-temporal data, information retrieval, natural language processing, computer vision and image processing, to name a few. This book will present a number of tutorial-style surveys that summarize a range of recent work in the field. In a unique feature, this book includes perspective notes from experts in disciplines such as linguistics, anthropology, medicine and politics that will help to shape the next generation of data science research in fake news. The main target groups of this book are academic and industrial researchers working in the area of data science, and with interests in devising and applying data science technologies for fake news detection. For young researchers such as PhD students, a review of data science work on fake news is provided, equipping them with enough know-how to start engaging in research within the area. For experienced researchers, the detailed descriptions of approaches will enable them to take seasoned choices in identifying promising directions for future research.

Combating Online Hostile Posts in Regional Languages during Emergency Situation

Author : Tanmoy Chakraborty
Publisher : Springer Nature
ISBN 13 : 3030736962
Total Pages : 268 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Combating Online Hostile Posts in Regional Languages during Emergency Situation by : Tanmoy Chakraborty

Download or read book Combating Online Hostile Posts in Regional Languages during Emergency Situation written by Tanmoy Chakraborty and published by Springer Nature. This book was released on 2021-04-08 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes selected and revised papers from the First International Workshop on Combating Online Hostile Posts in Regional Languages during Emergency Situation, CONSTRAINT 2021, Collocated with AAAI 2021, held as virtual event, in February 2021. The 14 full papers and 9 short papers presented were thoroughly reviewed and selected from 62 qualified submissions. The papers present interdisciplinary approaches on multilingual social media analytics and non-conventional ways of combating online hostile posts.

Fake News in an Era of Social Media

Author : Yasmin Ibrahim
Publisher : Rowman & Littlefield
ISBN 13 : 1786614227
Total Pages : 197 pages
Book Rating : 4.7/5 (866 download)

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Book Synopsis Fake News in an Era of Social Media by : Yasmin Ibrahim

Download or read book Fake News in an Era of Social Media written by Yasmin Ibrahim and published by Rowman & Littlefield. This book was released on 2020-01-29 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the last few years, social media has expanded to become a key platform for news dissemination and circulation, and a key orginator and propogator of 'fake news'.. Nations, governments, organisations and societies are now coming to terms with the unpredictable and debilitating consequences of fake news. The propagation of news containing falsehoods has been linked to an increase in measles cases, surges in youth crimes, the spread of pseudo-science, compromised national security, and more. Some even perceive it as a global threat to democratic systems around the world. In this book, the authors examine factors influencing the spread of fake news, and suggest ways to combat it by exploring the key elements which enable and facilitate this phenomenon.

Proceedings of 6th International Conference in Software Engineering for Defence Applications

Author : Paolo Ciancarini
Publisher : Springer
ISBN 13 : 3030146871
Total Pages : 334 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Proceedings of 6th International Conference in Software Engineering for Defence Applications by : Paolo Ciancarini

Download or read book Proceedings of 6th International Conference in Software Engineering for Defence Applications written by Paolo Ciancarini and published by Springer. This book was released on 2019-03-18 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents high-quality original contributions on new software engineering models, approaches, methods, and tools and their evaluation in the context of defence and security applications. In addition, important business and economic aspects are discussed, with a particular focus on cost/benefit analysis, new business models, organizational evolution, and business intelligence systems. The contents are based on presentations delivered at SEDA 2018, the 6th International Conference in Software Engineering for Defence Applications, which was held in Rome, Italy, in June 2018. This conference series represents a targeted response to the growing need for research that reports and debates the practical implications of software engineering within the defence environment and also for software performance evaluation in real settings through controlled experiments as well as case and field studies. The book will appeal to all with an interest in modeling, managing, and implementing defence-related software development products and processes in a structured and supportable way.

ECSM 2023 10th European Conference on Social Media

Author : Iwona Lupa-Wójcik
Publisher : Academic Conferences and publishing limited
ISBN 13 : 1914587669
Total Pages : 391 pages
Book Rating : 4.9/5 (145 download)

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Book Synopsis ECSM 2023 10th European Conference on Social Media by : Iwona Lupa-Wójcik

Download or read book ECSM 2023 10th European Conference on Social Media written by Iwona Lupa-Wójcik and published by Academic Conferences and publishing limited. This book was released on 2023-05-18 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Cybercrime in Social Media

Author : Pradeep Kumar Roy
Publisher : CRC Press
ISBN 13 : 100088855X
Total Pages : 236 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Cybercrime in Social Media by : Pradeep Kumar Roy

Download or read book Cybercrime in Social Media written by Pradeep Kumar Roy and published by CRC Press. This book was released on 2023-06-16 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: This reference text presents the important components for grasping the potential of social computing with an emphasis on concerns, challenges, and benefits of the social platform in depth. Features: Detailed discussion on social-cyber issues, including hate speech, cyberbullying, and others Discusses usefulness of social platforms for societal needs Includes framework to address the social issues with their implementations Covers fake news and rumor detection models Describes sentimental analysis of social posts with advanced learning techniques The book is ideal for undergraduate, postgraduate, and research students who want to learn about the issues, challenges, and solutions of social platforms in depth.

Social Media Analytics, Strategies and Governance

Author : Hamid Jahankhani
Publisher : CRC Press
ISBN 13 : 1000655911
Total Pages : 254 pages
Book Rating : 4.0/5 (6 download)

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Book Synopsis Social Media Analytics, Strategies and Governance by : Hamid Jahankhani

Download or read book Social Media Analytics, Strategies and Governance written by Hamid Jahankhani and published by CRC Press. This book was released on 2022-08-18 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social media has spread rapidly on the global stage, driving consumers’ attention and influence, both consciously and subconsciously. Whilst this type of platform may have been initially designed as a tool for open communication and expression, it is also being utilized as a digital tool, with widescale use cases. The intelligence explosion, information overload and disinformation play a significant part regarding individual, group and country perceptions. The complex nature of this data explosion created an increasing demand and use of artificial intelligence (AI) and machine learning (ML), to help provide ‘big insights’ to ‘big data’. AI and ML enable the analysis and dissemination of vast amounts of data, however the ungoverned pace at which AI and autonomous systems have been deployed, has created unforeseen problems. Many algorithms and AI systems have been trained on limited or unverified datasets, creating inbuilt and unseen biases. Where these algorithmic tools have been deployed in high impact systems, there are documented occurrences of disastrous decision making and outcomes that have negatively impacted people and communities. Little to no work had been conducted in its vulnerability and ability to exploit AI itself. So, AI and autonomous systems, whilst being a force for societal good, could have the potential to create and exacerbate societies greatest challenges. This is a cohesive volume that addresses challenging problems and presents a range of innovative approaches and discussion.

Advances in Information and Communication

Author : Kohei Arai
Publisher : Springer Nature
ISBN 13 : 3031280768
Total Pages : 827 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Advances in Information and Communication by : Kohei Arai

Download or read book Advances in Information and Communication written by Kohei Arai and published by Springer Nature. This book was released on 2023-02-26 with total page 827 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the eighth Future of Information and Computing Conference, which was held successfully in virtual mode. It received a total of 369 paper submissions from renowned and budding scholars, academics, and distinguished members of the industry. The topics fanned across various fields involving computing, Internet of Things, data science, and artificial intelligence. Learned scholars from all walks of life assembled under one roof to share their unique, original, and breakthrough researches and paved a new technological path for the world. Many of the studies seek to change the face of the world itself. Their innovative thinking indeed aims to solve several gruesome problems in the field of communication, data science, ambient intelligence, networking, computing, security, and privacy. The authors have strived to render valuable pieces of study in this edition and hope to acquire enthusiastic support from the readers.

Advances in Information Retrieval

Author : Djoerd Hiemstra
Publisher : Springer Nature
ISBN 13 : 3030722406
Total Pages : 760 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Advances in Information Retrieval by : Djoerd Hiemstra

Download or read book Advances in Information Retrieval written by Djoerd Hiemstra and published by Springer Nature. This book was released on 2021-03-29 with total page 760 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set LNCS 12656 and 12657 constitutes the refereed proceedings of the 43rd European Conference on IR Research, ECIR 2021, held virtually in March/April 2021, due to the COVID-19 pandemic. The 50 full papers presented together with 11 reproducibility papers, 39 short papers, 15 demonstration papers, 12 CLEF lab descriptions papers, 5 doctoral consortium papers, 5 workshop abstracts, and 8 tutorials abstracts were carefully reviewed and selected from 436 submissions. The accepted contributions cover the state of the art in IR: deep learning-based information retrieval techniques, use of entities and knowledge graphs, recommender systems, retrieval methods, information extraction, question answering, topic and prediction models, multimedia retrieval, and much more.