TY - JOUR
T1 - Detecting fake news and disinformation using artificial intelligence and machine learning to avoid supply chain disruptions
AU - Akhtar, Pervaiz
AU - Ghouri, Arsalan Mujahid
AU - Ur Rehman Khan, Haseeb
AU - Amin ul Haq, Mirza
AU - Awan, Usama
AU - Zahoor, Nadia
AU - Khan, Zaheer
AU - Ashraf, Aniqa
PY - 2022/11/1
Y1 - 2022/11/1
N2 - Fake news and disinformation (FNaD) are increasingly being circulated through various online and social networking platforms, causing widespread disruptions and influencing decision-making perceptions. Despite the growing importance of detecting fake news in politics, relatively limited research efforts have been made to develop artificial intelligence (AI) and machine learning (ML) oriented FNaD detection models suited to minimize supply chain disruptions (SCDs). Using a combination of AI and ML, and case studies based on data collected from Indonesia, Malaysia, and Pakistan, we developed a FNaD detection model aimed at preventing SCDs. This model based on multiple data sources has shown evidence of its effectiveness in managerial decision-making. Our study further contributes to the supply chain and AI-ML literature, provides practical insights, and points to future research directions.
AB - Fake news and disinformation (FNaD) are increasingly being circulated through various online and social networking platforms, causing widespread disruptions and influencing decision-making perceptions. Despite the growing importance of detecting fake news in politics, relatively limited research efforts have been made to develop artificial intelligence (AI) and machine learning (ML) oriented FNaD detection models suited to minimize supply chain disruptions (SCDs). Using a combination of AI and ML, and case studies based on data collected from Indonesia, Malaysia, and Pakistan, we developed a FNaD detection model aimed at preventing SCDs. This model based on multiple data sources has shown evidence of its effectiveness in managerial decision-making. Our study further contributes to the supply chain and AI-ML literature, provides practical insights, and points to future research directions.
KW - Fake news
KW - Disinformation
KW - misinformation
KW - Artificial intelligence
KW - Machine learning
KW - Supply chain disruptions
KW - Effective decision making
U2 - 10.1007/s10479-022-05015-5
DO - 10.1007/s10479-022-05015-5
M3 - Article
JO - Annals Of Operations Research
JF - Annals Of Operations Research
SN - 0254-5330
ER -