Format:
1 online resource (328 pages)
ISBN:
9781800611337
Series Statement:
Series On Technology Management v.38
Content:
Intro -- Contents -- About the Editors -- About the Contributors -- Introduction -- Chapter 1 What AI Can Do for Innovation Managers and Innovation Managers for AI -- 1. Introduction -- 2. An Honest Introduction - Could Innovation Management and AI Be Friends? -- 3. Building Bridges, Increasing Diversity, and Crafting a More Holistic Approach -- 4. The Roles of AI Change Agent and Innovation Manager -- 5. Mindset Growth and Building a Learning Organization -- 6. Machine Learning Lifecycle vs. Iterative Innovation Process -- 7. From Continuous Improvement and Exploitation Toward Exploration and Innovation: Bolt-on vs. Integrated AI -- 8. Ecosystem, System of Systems -- 9. Wrapping up -- Acknowledgments -- References -- Chapter 2 A Knowledge-Based Perspective of Strategic AI Innovation Management -- 1. Introduction -- 1.1. Characterizing AI systems -- 1.2. Understanding the surge in applications -- 2. Strategic Challenges of AI for Innovation Management -- 2.1. Previous work on strategic AI management for innovation -- 2.2. Barriers and challenges of AI innovation -- 3. The AI System Building Process: An Epistemic Framework -- 3.1. An epistemic process model from problem to AI-based innovation outcomes -- 3.2. Specific AI modeling challenges for strategic innovation management -- 3.2.1. Understanding the modeling process -- 3.2.2. Managing data -- 3.2.3. Ethical issues -- 3.2.4. Competence-enhancing versus competence-destroying AI-based innovation -- 4. Strategic Resources Supporting Dynamic Capabilities for Successful AI Innovation -- 4.1. Knowledge and human resources -- 4.2. Data curation capabilities -- 4.3. Process and expectation management -- 4.4. Regulation -- 5. Conclusion -- References -- Chapter 3 Addressing AI Traps: Realizing the Potential of AI for Innovation Trend Spotting, Monitoring and Decision-Making -- 1. Introduction.
Note:
Description based on publisher supplied metadata and other sources
Additional Edition:
ISBN 9781800611320
Additional Edition:
Erscheint auch als Druck-Ausgabe Artificial intelligence and innovation management London : World Scientific, 2022 ISBN 9781800611320
Language:
English
