03143nam 22005415 450 991073944320332120230613174628.03-031-32095-610.1007/978-3-031-32095-8(CKB)26946413200041(MiAaPQ)EBC30593532(Au-PeEL)EBL30593532(DE-He213)978-3-031-32095-8(PPN)272260770(EXLCZ)992694641320004120230613d2023 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierAdvancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems /edited by Witold Pedrycz, Shyi-Ming Chen1st ed. 2023.Cham :Springer International Publishing :Imprint: Springer,2023.1 online resource (239 pages)Studies in Computational Intelligence,1860-9503 ;11009783031320941 Categories of Response-Based, Feature-Based, and Relation-Based Knowledge Distillation -- A Geometric Perspective on Feature-Based Distillation -- Knowledge Distillation Across Vision and Language -- Knowledge Distillation in Granular Fuzzy Models by Solving Fuzzy Relation Equations -- Ensemble Knowledge Distillation for Edge Intelligence in Medical Applications -- Self-Distillation with the New Paradigm in Multi-Task Learning -- Knowledge Distillation for Autonomous Intelligent Unmanned System.The book provides a timely coverage of the paradigm of knowledge distillation—an efficient way of model compression. Knowledge distillation is positioned in a general setting of transfer learning, which effectively learns a lightweight student model from a large teacher model. The book covers a variety of training schemes, teacher–student architectures, and distillation algorithms. The book covers a wealth of topics including recent developments in vision and language learning, relational architectures, multi-task learning, and representative applications to image processing, computer vision, edge intelligence, and autonomous systems. The book is of relevance to a broad audience including researchers and practitioners active in the area of machine learning and pursuing fundamental and applied research in the area of advanced learning paradigms.Studies in Computational Intelligence,1860-9503 ;1100Computational intelligenceArtificial intelligenceComputational IntelligenceArtificial IntelligenceComputational intelligence.Artificial intelligence.Computational Intelligence.Artificial Intelligence.006.3Pedrycz Witold21029Chen Shyi-Ming1423979MiAaPQMiAaPQMiAaPQBOOK9910739443203321Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems3578483UNINA