03044nam 2200577Ia 450 991043792420332120200520144314.03-642-28696-810.1007/978-3-642-28696-4(CKB)3390000000030167(SSID)ssj0000745814(PQKBManifestationID)11446051(PQKBTitleCode)TC0000745814(PQKBWorkID)10859470(PQKB)10851230(DE-He213)978-3-642-28696-4(MiAaPQ)EBC3070796(PPN)168312573(EXLCZ)99339000000003016720120807d2013 uy 0engurnn#008mamaatxtccrAdvances in intelligent signal processing and data mining theory and applications /Petia Georgieva, Lyudmila Mihaylova, and Lakhmi C. Jain (eds.)1st ed. 2013.Berlin ;New York Springerc20131 online resource (XIV, 354 p.)Studies in computational intelligence,1860-949X ;410Bibliographic Level Mode of Issuance: Monograph3-642-28695-X Includes bibliographical references and author index.From the content: Introduction to Intelligent Signal Processing and Data Mining -- Monte Carlo-Based Bayesian Group Object Tracking and Causal Reasoning -- A Sequential Monte Carlo Method for Multi-Target Tracking with the Intensity Filter -- Sequential Monte Carlo Methods for Localisation inWireless Networks -- A Sequential Monte Carlo Approach for Brain Source Localization.The book presents some of the most efficient statistical and deterministic methods for information processing and applications in order to extract targeted information and find hidden patterns. The techniques presented range from Bayesian approaches and their variations such as sequential Monte Carlo methods, Markov Chain Monte Carlo filters, Rao Blackwellization, to the biologically inspired paradigm of Neural Networks and decomposition techniques such as Empirical Mode Decomposition, Independent Component Analysis and Singular Spectrum Analysis.   The book is directed to the research students, professors, researchers and practitioners interested in exploring the advanced techniques in intelligent signal processing and data mining paradigms.  .Studies in computational intelligence ;v. 410.Signal processingDigital techniquesData processingData miningSignal processingDigital techniquesData processing.Data mining.621.382/2Georgieva Petya1750368Mihaylova Lyudmila1739305Jain L. C1601441MiAaPQMiAaPQMiAaPQBOOK9910437924203321Advances in intelligent signal processing and data mining4184993UNINA