03743nam 22007095 450 991098333860332120241216115240.09783031765124303176512510.1007/978-3-031-76512-4(CKB)37037387500041(MiAaPQ)EBC31849560(Au-PeEL)EBL31849560(DE-He213)978-3-031-76512-4(EXLCZ)993703738750004120241216d2025 u| 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierPartitional Clustering via Nonsmooth Optimization Clustering via Optimization /by Adil Bagirov, Napsu Karmitsa, Sona Taheri2nd ed. 2025.Cham :Springer Nature Switzerland :Imprint: Springer,2025.1 online resource (402 pages)Unsupervised and Semi-Supervised Learning,2522-84989783031765117 3031765117 Introduction -- Introduction to Clustering -- Clustering Algorithms -- Nonsmooth Optimization Models in Cluster Analysis -- Nonsmooth Optimization -- Optimization based Clustering Algorithms -- Implementation and Numerical Results -- Conclusion.This updated book describes optimization models of clustering problems and clustering algorithms based on optimization techniques, including their implementation, evaluation, and applications. The book gives a comprehensive and detailed description of optimization approaches for solving clustering problems; the authors' emphasis on clustering algorithms is based on deterministic methods of optimization. The book also includes results on real-time clustering algorithms based on optimization techniques, addresses implementation issues of these clustering algorithms, and discusses new challenges arising from very large data and data with noise and outliers. The book is ideal for anyone teaching or learning clustering algorithms. It provides an accessible introduction to the field and it is well suited for practitioners already familiar with the basics of optimization. Designed for a typical undergraduate, graduate, or dual-listed course with a semester-based calendar; Puts theory in context, so readers gain knowledge about the most essential concepts and algorithms; Covers essential terms, algorithms, and useful tools for learning and performing contemporary AI.Unsupervised and Semi-Supervised Learning,2522-8498TelecommunicationPattern recognition systemsSignal processingArtificial intelligenceData miningCommunications Engineering, NetworksAutomated Pattern RecognitionSignal, Speech and Image ProcessingArtificial IntelligenceData Mining and Knowledge DiscoveryTelecommunication.Pattern recognition systems.Signal processing.Artificial intelligence.Data mining.Communications Engineering, Networks.Automated Pattern Recognition.Signal, Speech and Image Processing.Artificial Intelligence.Data Mining and Knowledge Discovery.621.382Bagirov Adil1059985Karmitsa Napsu1296135Taheri Sona1785147MiAaPQMiAaPQMiAaPQBOOK9910983338603321Partitional Clustering via Nonsmooth Optimization4316768UNINA