Disinformation, misinformation, and fake news in social media: emerging research challenges and opportunities
Gespeichert in:
| Weitere Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cham, Switzerland
Springer
[2020]
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| Schriftenreihe: | Lecture notes in social networks
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| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Beschreibung: | viii, 288 Seiten Illustrationen, Diagramme |
| ISBN: | 9783030426989 |
Internformat
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Datensatz im Suchindex
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| adam_text | Contents Mining Disinformation and Fake News: Concepts, Methods, and Recent Advancements................................................................................. Kai Shu, Suhang Wang, Dongwon Lee, and Huan Liu Part I 1 User Engagements in the Dissemination of Information Disorder Discover Your Social Identity from What You Tweet: A Content Based Approach.................................................................................................... Binxuan Huang and Kathleen M. Carley User Engagement with Digital Deception....................................................... Maria Glenski, Svitlana Volkova, and Srijan Kumar 23 39 Characterization and Comparison of Russian and Chinese Disinformation Campaigns ................................................................................ David M. Beskow and Kathleen M. Carley 63 Pretending Positive, Pushing False: Comparing Captain Marvel Misinformation Campaigns................................................................................ Matthew Babcock, Ramon Villa-Cox, and Kathleen M. Carley 83 Bots, Elections, and Social Media: A Brief Overview................................... Emilio Ferrara Part II 95 Techniques on Detecting and Mitigating Disinformation Tensor Embeddings for Content-Based Misinformation Detection with Limited Supervision.................................................................................... Sara Abdali, Gisel G. Bastidas, Neil Shah, and Evangelos E. Papalexakis Exploring the Role of Visual Content in Fake News Detection .................. Juan Cao, Peng Qi, Qiang Sheng,
Tianyun Yang, Junbo Guo, and Jintao Li 117 141 vii
viti Contents Credibility-Based Fake News Detection....................................................... 163 Niraj Sitaula, Chilukuri K. Mohan, Jennifer Grygiel, Xinyi Zhou, and Reza Zafarani Standing on the Shoulders of Guardians: Novel Methodologies to Combat Fake News..................................................................................... 183 Nguyen Vo and Kyumin Lee Part III Trending Issues Developing a Model to Measure Fake News Detection Literacy of Social Media Users..................................................................................... 213 Julian Biihler, Matthias Murawski, Mahdieh Darvish, and Markus Віск BaitWatcher: A Lightweight Web Interface for the Detection of Incongruent News Headlines..................................................................... 229 Kunwoo Park, Taegyun Kim, Seunghyun Yoon, Meeyoung Cha, and Kyomin Jung An Evolving (Dis)Information Environment - How an Engaging Audience Can Spread Narratives and Shape Perception: A Trident Juncture 2018 Case Study.............................................................................. 253 Katrin Galeano, Rick Galeano, and Nitin Agarwal Blockchain Technology-Based Solutions to Fight Misinformation: A Survey........................................................................................................... 267 Karen Watts DiCicco and Nitin Agarwal Index 283
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, blockchaiii, 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.
|
| adam_txt |
Contents Mining Disinformation and Fake News: Concepts, Methods, and Recent Advancements. Kai Shu, Suhang Wang, Dongwon Lee, and Huan Liu Part I 1 User Engagements in the Dissemination of Information Disorder Discover Your Social Identity from What You Tweet: A Content Based Approach. Binxuan Huang and Kathleen M. Carley User Engagement with Digital Deception. Maria Glenski, Svitlana Volkova, and Srijan Kumar 23 39 Characterization and Comparison of Russian and Chinese Disinformation Campaigns . David M. Beskow and Kathleen M. Carley 63 Pretending Positive, Pushing False: Comparing Captain Marvel Misinformation Campaigns. Matthew Babcock, Ramon Villa-Cox, and Kathleen M. Carley 83 Bots, Elections, and Social Media: A Brief Overview. Emilio Ferrara Part II 95 Techniques on Detecting and Mitigating Disinformation Tensor Embeddings for Content-Based Misinformation Detection with Limited Supervision. Sara Abdali, Gisel G. Bastidas, Neil Shah, and Evangelos E. Papalexakis Exploring the Role of Visual Content in Fake News Detection . Juan Cao, Peng Qi, Qiang Sheng,
Tianyun Yang, Junbo Guo, and Jintao Li 117 141 vii
viti Contents Credibility-Based Fake News Detection. 163 Niraj Sitaula, Chilukuri K. Mohan, Jennifer Grygiel, Xinyi Zhou, and Reza Zafarani Standing on the Shoulders of Guardians: Novel Methodologies to Combat Fake News. 183 Nguyen Vo and Kyumin Lee Part III Trending Issues Developing a Model to Measure Fake News Detection Literacy of Social Media Users. 213 Julian Biihler, Matthias Murawski, Mahdieh Darvish, and Markus Віск BaitWatcher: A Lightweight Web Interface for the Detection of Incongruent News Headlines. 229 Kunwoo Park, Taegyun Kim, Seunghyun Yoon, Meeyoung Cha, and Kyomin Jung An Evolving (Dis)Information Environment - How an Engaging Audience Can Spread Narratives and Shape Perception: A Trident Juncture 2018 Case Study. 253 Katrin Galeano, Rick Galeano, and Nitin Agarwal Blockchain Technology-Based Solutions to Fight Misinformation: A Survey. 267 Karen Watts DiCicco and Nitin Agarwal Index 283
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, blockchaiii, 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. |
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| discipline_str_mv | Allgemeines |
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| spelling | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities Kai Shu, Suhang Wang, Dongwon Lee, Huan Liu, editors Cham, Switzerland Springer [2020] viii, 288 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Lecture notes in social networks Data Mining (DE-588)4428654-5 gnd rswk-swf Journalismus (DE-588)4028779-8 gnd rswk-swf Social Media (DE-588)4639271-3 gnd rswk-swf Falschmeldung (DE-588)4294308-5 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Social Media (DE-588)4639271-3 s Falschmeldung (DE-588)4294308-5 s DE-604 Data Mining (DE-588)4428654-5 s Journalismus (DE-588)4028779-8 s Shu, Kai (DE-588)1203212976 edt Erscheint auch als Online-Ausgabe 978-3-030-42699-6 Digitalisierung UB Augsburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032189603&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Augsburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032189603&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities Data Mining (DE-588)4428654-5 gnd Journalismus (DE-588)4028779-8 gnd Social Media (DE-588)4639271-3 gnd Falschmeldung (DE-588)4294308-5 gnd |
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| title | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities |
| title_auth | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities |
| title_exact_search | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities |
| title_exact_search_txtP | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities |
| title_full | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities Kai Shu, Suhang Wang, Dongwon Lee, Huan Liu, editors |
| title_fullStr | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities Kai Shu, Suhang Wang, Dongwon Lee, Huan Liu, editors |
| title_full_unstemmed | Disinformation, misinformation, and fake news in social media emerging research challenges and opportunities Kai Shu, Suhang Wang, Dongwon Lee, Huan Liu, editors |
| title_short | Disinformation, misinformation, and fake news in social media |
| title_sort | disinformation misinformation and fake news in social media emerging research challenges and opportunities |
| title_sub | emerging research challenges and opportunities |
| topic | Data Mining (DE-588)4428654-5 gnd Journalismus (DE-588)4028779-8 gnd Social Media (DE-588)4639271-3 gnd Falschmeldung (DE-588)4294308-5 gnd |
| topic_facet | Data Mining Journalismus Social Media Falschmeldung Aufsatzsammlung |
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