Details
Original language | English |
---|---|
Article number | 101908 |
Journal | Journal of Strategic Information Systems |
Volume | 34 |
Issue number | 2 |
Early online date | 28 May 2025 |
Publication status | Published - Jun 2025 |
Abstract
Without an integrated model of how the human brain works and processes information, artificial intelligence (AI) will remain a mysterious black box that can misfire as circumstances change. An integrated study of the three cognitive computing components (AI, cognitive psychology, and neurobiology) is necessary to create explainable AI findings. This paper introduces cognitive computing systems (CCS) as a domain for information systems (IS) research. It reviews the interdisciplinary implications of CCS concepts by developing a new computational method, knowledge similarity transformation (KST), to improve digital-augmented literature analysis in fragmented knowledge areas. Based on the dual CCS and KST contribution, this article outlines strategic implications for organizational value creation opportunities and future research directions from a technological, psychological, and physiological perspective.
Keywords
- Artificial intelligence, Causal knowledge analytics, Cognitive computing, Cognitive psychology, Generative AI, Neurobiology
ASJC Scopus subject areas
- Business, Management and Accounting(all)
- Management Information Systems
- Computer Science(all)
- Information Systems
- Decision Sciences(all)
- Information Systems and Management
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In: Journal of Strategic Information Systems, Vol. 34, No. 2, 101908, 06.2025.
Research output: Contribution to journal › Review article › Research › peer review
}
TY - JOUR
T1 - Strategic implications of cognitive computing in IS
T2 - addressing AI fragmentation through knowledge similarity transformation
AU - Tuczek, Matthias
AU - Degirmenci, Kenan
AU - Song, Yuanyuan
AU - Desouza, Kevin C.
AU - Breitner, Michael H.
AU - Watson, Richard T.
N1 - Publisher Copyright: © 2025 The Author(s)
PY - 2025/6
Y1 - 2025/6
N2 - Without an integrated model of how the human brain works and processes information, artificial intelligence (AI) will remain a mysterious black box that can misfire as circumstances change. An integrated study of the three cognitive computing components (AI, cognitive psychology, and neurobiology) is necessary to create explainable AI findings. This paper introduces cognitive computing systems (CCS) as a domain for information systems (IS) research. It reviews the interdisciplinary implications of CCS concepts by developing a new computational method, knowledge similarity transformation (KST), to improve digital-augmented literature analysis in fragmented knowledge areas. Based on the dual CCS and KST contribution, this article outlines strategic implications for organizational value creation opportunities and future research directions from a technological, psychological, and physiological perspective.
AB - Without an integrated model of how the human brain works and processes information, artificial intelligence (AI) will remain a mysterious black box that can misfire as circumstances change. An integrated study of the three cognitive computing components (AI, cognitive psychology, and neurobiology) is necessary to create explainable AI findings. This paper introduces cognitive computing systems (CCS) as a domain for information systems (IS) research. It reviews the interdisciplinary implications of CCS concepts by developing a new computational method, knowledge similarity transformation (KST), to improve digital-augmented literature analysis in fragmented knowledge areas. Based on the dual CCS and KST contribution, this article outlines strategic implications for organizational value creation opportunities and future research directions from a technological, psychological, and physiological perspective.
KW - Artificial intelligence
KW - Causal knowledge analytics
KW - Cognitive computing
KW - Cognitive psychology
KW - Generative AI
KW - Neurobiology
UR - http://www.scopus.com/inward/record.url?scp=105006682998&partnerID=8YFLogxK
U2 - 10.1016/j.jsis.2025.101908
DO - 10.1016/j.jsis.2025.101908
M3 - Review article
AN - SCOPUS:105006682998
VL - 34
JO - Journal of Strategic Information Systems
JF - Journal of Strategic Information Systems
SN - 0963-8687
IS - 2
M1 - 101908
ER -