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Resilient AI for Healthcare 5.0: Privacy, Ethics, and Trust

Resilient AI for Healthcare 5.0: Privacy, Ethics, and Trust

Hardcover

Series: Cognitive Technologies

PhilosophyMedical ReferenceGeneral Computers

PREORDER - Expected ship date February 24, 2027

ISBN10: 3032420210
ISBN13: 9783032420213
Publisher: Springer
Published: Feb 24 2027
Pages: 375
Language: English

Resilient AI for Healthcare 5.0: Privacy, Ethics, and Trust covers the evolution from Industry 4.0 to human-AI centric Healthcare 5.0 ecosystems with IoT and edge analytics, core resilience principles like reliability/robustness/recoverability, privacy threats and advanced technologies including federated learning, differential privacy, homomorphic encryption, and blockchain for secure sharing/smart contracts, ethical frameworks with bias mitigation via AIF360/Fairlearn, dynamic informed consent models, explainable AI techniques such as LIME/SHAP/counterfactuals, human-AI collaboration interfaces reducing clinician overload, regulatory compliance for EU AI Act/FDA/HIPAA with checklists, cybersecurity through zero-trust architectures and adversarial defenses, model drift countermeasures with continuous monitoring, and case studies in diagnostics/telemedicine/wearables, plus future quantum-safe governance.

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Rai, Bipin Kumar

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Medical Reference