Pattern Recognition Solutions for Fake News Detection

被引：10

作者：

Choras, Michal ^{[1
]}

Gielczyk, Agata ^{[1
]}

Demestichas, Konstantinos ^{[2
]}

Puchalski, Damian ^{[3
]}

Kozik, Rafal ^{[1
]}

机构：

[1] UTP Univ Sci & Technol, Bydgoszcz, Poland

[2] Natl Tech Univ Athens, ICCS, Athens, Greece

[3] ITTI Sp Zoo, Poznan, Poland

来源：

COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT, CISIM 2018 | 2018年 / 11127卷

关键词：

Fake news detection; Pattern recognition; Image processing;

D O I：

10.1007/978-3-319-99954-8_12

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Information is a crucial value nowadays in network digital societies. Therefore, the phenomenon of "fake news" is a serious problem in modern media and communication, e.g. with respect to information spreading within the society about current events and incidents. Fake news are currently a problem for media and broadcasting sector, for citizens, but also for homeland security. In this paper we present and overview the problem of fake news, we show the ideas and solutions for fake news detection, and we present our initial results for one of such approaches based on forged images detection.

引用

页码：130 / 139

页数：10

共 12 条

[1] Social Media and Fake News in the 2016 Election [J].

Allcott, Hunt ;

Gentzkow, Matthew .

JOURNAL OF ECONOMIC PERSPECTIVES, 2017, 31 (02) :211-235

[2] Speeded-Up Robust Features (SURF) [J].

Bay, Herbert ;

Ess, Andreas ;

Tuytelaars, Tinne ;

Van Gool, Luc .

COMPUTER VISION AND IMAGE UNDERSTANDING, 2008, 110 (03) :346-359

[3] Short-Term Scheduling of Reactive Power Controllers Using a Hybrid Taguchi- Genetic Algorithm [J].

Chen, Chao-Rong ;

Chang, Yi-Cheng ;

Huang, Chi-Chen ;

Hong, Ying-Yi ;

Lin, Faa-Jeng .

2013 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2013), 2013, :168-173

[4]

Chen Y., 2015, Proc Assoc Inf Sci Technol, V52, P1, DOI [DOI 10.1002/PRA2.2015.145052010083, 10.1002/pra2.2015.145052010083]

[5] The Concept of Applying Lifelong Learning Paradigm to Cybersecurity [J].

Choras, Michal ;

Kozik, Rafal ;

Renk, Rafal ;

Holubowicz, Witold .

INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2017, PT III, 2017, 10363 :663-671

[6]

Conroy NK., 2015, P ASS INFORM SCI TEC, V52, P1

[7] Image Forgery Detection A survey [J].

Farid, Hany .

IEEE SIGNAL PROCESSING MAGAZINE, 2009, 26 (02) :16-25

[8] Supervised machine learning for the detection of troll profiles in twitter social network: application to a real case of cyberbullying [J].

Galan-Garcia, Patxi ;

de la Puerta, Jose Gaviria ;

Gomez, Carlos Laorden ;

Santos, Igor ;

Bringas, Pablo Garcia .

LOGIC JOURNAL OF THE IGPL, 2016, 24 (01) :42-53

[9]

Huynh TK, 2015, 2015 IEEE RIVF INTERNATIONAL CONFERENCE ON COMPUTING & COMMUNICATION TECHNOLOGIES - RESEARCH, INNOVATION, AND VISION FOR THE FUTURE (RIVF), P71, DOI 10.1109/RIVF.2015.7049877

[10]

Rubin Victoria L, 2016, P 2 WORKSH COMP APPR, P7

← 1 2 →