Consumer Artificial Intelligence Mishaps and Mitigation Strategies

被引:5
|
作者
Saeedi, Sirwe [1 ]
Fong, Alvis C. M. [1 ]
Mohanty, Saraju P. [2 ]
Gupta, Ajay K. [1 ]
Carr, Steve [1 ]
机构
[1] Western Michigan Univ, Dept Comp Sci, Kalamazoo, MI 49008 USA
[2] Univ North Texas, Dept Comp Sci & Engn, Denton, TX 76203 USA
基金
美国国家科学基金会;
关键词
BIAS; SECURITY; MOBILE;
D O I
10.1109/MCE.2021.3075329
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Although artificial intelligence (AI) promises to deliver ever more user-friendly consumer applications, recent mishaps involving fake information and biased treatment serve as vivid reminders of the pitfalls of AI. AI can harbor latent biases and flaws that can cause harm in diverse and unexpected ways. Before AI becomes interwoven into human society, it is important to understand how and when AI can fail. This article presents a timely survey of AI-induced mishaps that relate to consumer applications. The article also offers suggestions on mitigating strategies to manage the undesirable side effects of using AI for consumer applications. It, therefore, serves a dual purpose of creating awareness of current issues and encouraging other researchers in the consumer technology community to build better AI consumer applications.
引用
收藏
页码:13 / 24
页数:12
相关论文
共 50 条
  • [1] Bias recognition and mitigation strategies in artificial intelligence healthcare applications
    Hasanzadeh, Fereshteh
    Josephson, Colin B.
    Waters, Gabriella
    Adedinsewo, Demilade
    Azizi, Zahra
    White, James A.
    NPJ DIGITAL MEDICINE, 2025, 8 (01):
  • [2] A Survey of Privacy Risks and Mitigation Strategies in the Artificial Intelligence Life Cycle
    Shahriar, Sakib
    Allana, Sonal
    Hazratifard, Seyed Mehdi
    Dara, Rozita
    IEEE ACCESS, 2023, 11 : 61829 - 61854
  • [3] Comprehensive survey of artificial intelligence techniques and strategies for climate change mitigation
    Amiri, Zahra
    Heidari, Arash
    Navimipour, Nima Jafari
    ENERGY, 2024, 308
  • [4] Artificial Intelligence in Consumer Electronics
    Morra, Lia
    Mohanty, Saraju P.
    Lamberti, Fabrizio
    IEEE CONSUMER ELECTRONICS MAGAZINE, 2020, 9 (03) : 46 - 46
  • [5] The Impact of Artificial Intelligence and Consumer Behavior Interaction on Corporate Brand Management and Marketing Strategies
    Luo L.
    Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [6] Consumer protection requires artificial intelligence
    Marco Lippi
    Giuseppe Contissa
    Francesca Lagioia
    Hans-Wolfgang Micklitz
    Przemysław Pałka
    Giovanni Sartor
    Paolo Torroni
    Nature Machine Intelligence, 2019, 1 : 168 - 169
  • [7] Consumer protection requires artificial intelligence
    Lippi, Marco
    Contissa, Giuseppe
    Lagioia, Francesca
    Micklitz, Hans-Wolfgang
    Palka, Przemyslaw
    Sartor, Giovanni
    Torroni, Paolo
    NATURE MACHINE INTELLIGENCE, 2019, 1 (04) : 168 - 169
  • [8] Integrating Building Information Modelling and Artificial Intelligence in Construction Projects: A Review of Challenges and Mitigation Strategies
    Khan, Ayaz Ahmad
    Bello, Abdulkabir Opeyemi
    Arqam, Mohammad
    Ullah, Fahim
    TECHNOLOGIES, 2024, 12 (10)
  • [9] Artificial Intelligence: A Case Study on Risk Mitigation
    Al-Gindy, Ahmed
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2018, 18 (04): : 9 - 12
  • [10] Aligning artificial intelligence with climate change mitigation
    Kaack, Lynn H.
    Donti, Priya L.
    Strubell, Emma
    Kamiya, George
    Creutzig, Felix
    Rolnick, David
    NATURE CLIMATE CHANGE, 2022, 12 (06) : 518 - 527