Detecting Fake News on Social Media PDF Download
Are you looking for read ebook online? Search for your book and save it on your Kindle device, PC, phones or tablets. Download Detecting Fake News on Social Media PDF full book. Access full book title Detecting Fake News on Social Media by Kai Shu. Download full books in PDF and EPUB format.
Author: Kai Shu
Publisher: Morgan & Claypool Publishers
ISBN: 1681735830
Category : Computers
Languages : en
Pages : 131
Get Book Here
Book Description
This book is an accessible introduction to the study of detecting fake news on social media. The concepts, algorithms, and methods described in this book can help harness the power of social media to build effective and intelligent fake news detection systems. In the past decade, social media is becoming 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 that is attracting tremendous attention. From a data mining perspective, this book introduces the basic concepts and characteristics of fake news across disciplines, reviews representative fake news detection methods in a principled way, and illustrates advanced settings of fake news detection on social media. In particular, the authors discuss the value of news content and social context, as well as important extensions to handle early detection, weakly-supervised detection, and explainable detection. This is 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.
Author: Kai Shu
Publisher: Morgan & Claypool Publishers
ISBN: 1681735830
Category : Computers
Languages : en
Pages : 131
Get Book Here
Book Description
This book is an accessible introduction to the study of detecting fake news on social media. The concepts, algorithms, and methods described in this book can help harness the power of social media to build effective and intelligent fake news detection systems. In the past decade, social media is becoming 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 that is attracting tremendous attention. From a data mining perspective, this book introduces the basic concepts and characteristics of fake news across disciplines, reviews representative fake news detection methods in a principled way, and illustrates advanced settings of fake news detection on social media. In particular, the authors discuss the value of news content and social context, as well as important extensions to handle early detection, weakly-supervised detection, and explainable detection. This is 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.
Author: Wamuyu, Patrick Kanyi
Publisher: IGI Global
ISBN: 1799847195
Category : Computers
Languages : en
Pages : 358
Get Book Here
Book Description
Social media has revolutionized how individuals, communities, and organizations create, share, and consume information. Similarly, social media offers numerous opportunities as well as enormous social and economic ills for individuals, communities, and organizations. Despite the increase in popularity of social networking sites and related digital media, there are limited data and studies on consumption patterns of the new media by different global communities. Analyzing Global Social Media Consumption is an essential reference book that investigates the current trends, practices, and newly emerging narratives on theoretical and empirical research on all aspects of social media and its global use. Covering topics that include fake news detection, social media addiction, and motivations and impacts of social media use, this book is ideal for big data analysts, media and communications experts, researchers, academicians, and students in media and communications, information systems, and information technology study programs.
Author: Kai Shu
Publisher: Springer Nature
ISBN: 3030426998
Category : Computers
Languages : en
Pages : 285
Get Book Here
Book Description
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.
Author: Rainer Greifeneder
Publisher: Routledge
ISBN: 1000179052
Category : Language Arts & Disciplines
Languages : en
Pages : 232
Get Book Here
Book Description
This volume examines the phenomenon of fake news by bringing together leading experts from different fields within psychology and related areas, and explores what has become a prominent feature of public discourse since the first Brexit referendum and the 2016 US election campaign. Dealing with misinformation is important in many areas of daily life, including politics, the marketplace, health communication, journalism, education, and science. In a general climate where facts and misinformation blur, and are intentionally blurred, this book asks what determines whether people accept and share (mis)information, and what can be done to counter misinformation? All three of these aspects need to be understood in the context of online social networks, which have fundamentally changed the way information is produced, consumed, and transmitted. The contributions within this volume summarize the most up-to-date empirical findings, theories, and applications and discuss cutting-edge ideas and future directions of interventions to counter fake news. Also providing guidance on how to handle misinformation in an age of “alternative facts”, this is a fascinating and vital reading for students and academics in psychology, communication, and political science and for professionals including policy makers and journalists.
Author: Melissa Zimdars
Publisher: MIT Press
ISBN: 0262538369
Category : Political Science
Languages : en
Pages : 413
Get Book Here
Book Description
New perspectives on the misinformation ecosystem that is the production and circulation of fake news. What is fake news? Is it an item on Breitbart, an article in The Onion, an outright falsehood disseminated via Russian bot, or a catchphrase used by a politician to discredit a story he doesn't like? This book examines the real fake news: the constant flow of purposefully crafted, sensational, emotionally charged, misleading or totally fabricated information that mimics the form of mainstream news. Rather than viewing fake news through a single lens, the book maps the various kinds of misinformation through several different disciplinary perspectives, taking into account the overlapping contexts of politics, technology, and journalism. The contributors consider topics including fake news as “disorganized” propaganda; folkloric falsehood in the “Pizzagate” conspiracy; native advertising as counterfeit news; the limitations of regulatory reform and technological solutionism; Reddit's enabling of fake news; the psychological mechanisms by which people make sense of information; and the evolution of fake news in America. A section on media hoaxes and satire features an oral history of and an interview with prankster-activists the Yes Men, famous for parodies that reveal hidden truths. Finally, contributors consider possible solutions to the complex problem of fake news—ways to mitigate its spread, to teach students to find factually accurate information, and to go beyond fact-checking. Contributors Mark Andrejevic, Benjamin Burroughs, Nicholas Bowman, Mark Brewin, Elizabeth Cohen, Colin Doty, Dan Faltesek, Johan Farkas, Cherian George, Tarleton Gillespie, Dawn R. Gilpin, Gina Giotta, Theodore Glasser, Amanda Ann Klein, Paul Levinson, Adrienne Massanari, Sophia A. McClennen, Kembrew McLeod, Panagiotis Takis Metaxas, Paul Mihailidis, Benjamin Peters, Whitney Phillips, Victor Pickard, Danielle Polage, Stephanie Ricker Schulte, Leslie-Jean Thornton, Anita Varma, Claire Wardle, Melissa Zimdars, Sheng Zou
Author: Management Association, Information Resources
Publisher: IGI Global
ISBN: 1799872920
Category : Social Science
Languages : en
Pages : 653
Get Book Here
Book Description
With recent headlines around fake news from world leaders and around presidential elections, Twitter and other social media platforms being pressured to detect and label misinformation posted on their platforms, as well as misinformation around COVID-19 and its vaccine, the world has seen an increase in protests, policy changes, and even chaos surrounding this information. This spread of misinformation, when left unchecked, can turn fiction into fact and result in a mass misconception of the truth that shapes opinions, creates false narratives, and impacts multiple facets of society in potentially detrimental ways, indicating a need for the latest research on how the devastating impacts of this trend, how to discern facts from misinformation, as well as more information on technological advancements in fake news detection The Research Anthology on Fake News, Political Warfare, and Combatting the Spread of Misinformation is a compilation of the most comprehensive, previously published, and highly cited research from prestigious institutions including Columbia University and Stanford University, USA, which focuses on understanding fake news, how it spreads, its negative effects, and current solutions being investigated. While highlighting topics such as fake news, trending conspiracy theories, media distrust, political warfare, and detection methods, this book is ideally intended for practitioners, stakeholders, researchers, academicians, and students interested in the continuing surge of fake news and its, at times, dangerous results.
Author: Tatiana Antipova
Publisher: Springer Nature
ISBN: 3030492648
Category : Computers
Languages : en
Pages : 409
Get Book Here
Book Description
This book presents the proceedings of the 2020 International Conference on Integrated Science in Digital Age, which was jointly supported by the Institute of Certified Specialists (Russia) and Springer, and was held on May 1–3, 2020. The conference provided an international forum for researchers and practitioners to present and discuss the latest innovations, trends, results, experiences and concerns in the various areas of integrated science in the digital age. The main goal of the conference was to efficiently disseminate original findings in the natural and social sciences, covering topics such as blockchain & cryptocurrency; computer law & security; digital accounting & auditing; digital business & finance; digital economics; digital education; digital engineering; machine learning; smart cities in the digital age; health policy & management; and information management.
Author: Ireton, Cherilyn
Publisher: UNESCO Publishing
ISBN: 9231002813
Category : Fake news
Languages : en
Pages : 128
Get Book Here
Book Description
Author: Amanda Sturgill
Publisher: Rowman & Littlefield
ISBN: 1538141043
Category : Language Arts & Disciplines
Languages : en
Pages : 161
Get Book Here
Book Description
Teaching fact checking and verification is an essential part of journalism education. When a confusing media environment includes statements like “Truth is not truth” and “The president offered alternative facts,” students need to go beyond traditional reporting standards. They need to be trained to consider the presentation of reality in deciding if a statement is misleading or patently false. Detecting Deception applies the concepts of logical argumentation to supplement the verification techniques that are the stock and trade of any media professional. Pithy and practical, Amanda Sturgill draws from present day news examples to help students recognize the most common bad arguments people make. Detecting Deception is an essential tool for training future journalists to build stories that recognize faulty arguments and hold their subjects to a higher standard.
Author: Mohamed Lahby
Publisher: Springer Nature
ISBN: 3030900878
Category : Technology & Engineering
Languages : en
Pages : 432
Get Book Here
Book Description
This book presents the latest cutting-edge research, theoretical methods, and novel applications in the field of computational intelligence techniques and methods for combating fake news. Fake news is everywhere. Despite the efforts of major social network players such as Facebook and Twitter to fight disinformation, miracle cures and conspiracy theories continue to rain down on the net. Artificial intelligence can be a bulwark against the diversity of fake news on the Internet and social networks. This book discusses new models, practical solutions, and technological advances related to detecting and analyzing fake news based on computational intelligence models and techniques, to help decision-makers, managers, professionals, and researchers design new paradigms considering the unique opportunities associated with computational intelligence techniques. Further, the book helps readers understand computational intelligence techniques combating fake news in a systematic and straightforward way.
