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Artificial Intelligence and Quantum Computing: Early Innovations. Volume 2: Applications.
・ISBN 978-3-032-18049-0 hard EUR 199.99
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| 著者・編者 | Montiel Ross, Oscar Humberto / Orozco-Rosas, Ulises / Martinez-Vargas, Anabel (eds.), |
|---|---|
| シリーズ | (Studies in Computational Intelligence) |
| 出版社 | (Springer Nature Switzerland AG, SZ) |
| 出版年月 | 2026 |
| ページ数 | 636 pp. |
| 言語 | ENG |
| ニュース番号 | <A05-29290> |
解説
This book extends the first volume with contributions that advance the state of the art and demonstrate their impact in real-world applications. In a few years, the convergence of artificial intelligence (AI) and quantum computing has moved from speculation to concrete prototypes and tools.
Key Highlights
* Health and Precision Medicine: Deep learning and hybrid quantum-classical models support osteoporosis screening from dental radiographs, Alzheimer's staging with 3D MRI, EEG-based cognitive-state assessment, and HIV/TB biomarker classification, strengthening prevention, diagnosis, and personalized treatment.
* Education, Human-AI Interaction and Fairness: An automatic reviewer of handwritten flowcharts scales feedback in programming courses, while a benchmarking study on speaker ID and gender recognition analyzes bias; quantum granular computing provides a Hilbert-space framework for advanced teaching and research.
* Sustainable Production, Cities, and Environment: Vision systems for welding defects, cucumber disease detection, and analogue water-meter digitization improve manufacturing quality, reduce food waste, and enable transparent water management, alongside work on electric fleets, mobile robots, and sea turtle monitoring.
* Data-Centric and Trustworthy AI for the Digital Economy: GAN-based synthetic tabular data, decision-support for cryptocurrency markets, and benchmarks for intrusion detection and malware classification offer tools for scarce or volatile data, with emphasis on robustness, interpretability, and reproducible evaluation.
* Quantum Algorithms, Hardware and Software Infrastructure: Chapters address quantum optimization (QAOA, adiabatic 3-SAT), quantum error correction and superconducting devices, plus experimental QKD, while a C-to-QIR compiler and quantum granules framework provide software and conceptual support for hybrid systems.
*Optimization and Intelligent Systems: Fuzzy fractal search and fuzzy dragonfly metaheuristics optimize neural architectures and controllers and, together with dynamic hypernetworks and RL-based fleet planning, show how advanced optimization can be embedded in practical engineering workflows.
This book is aimed at researchers, graduate students, and practitioners seeking rigorous, application-oriented work at the AI-quantum interface. By linking methodological advances with SDG-aligned use cases in health, education, infrastructure, energy, and security, it offers a concise blueprint for how quantum-aware intelligent technologies can support more resilient and sustainable societies.