04118nam 22007575 450 991034947250332120200703114858.09789811323126981-13-2312-710.1007/978-981-13-2312-6(CKB)4100000008525703(MiAaPQ)EBC5504974(DE-He213)978-981-13-2312-6(PPN)229913903(EXLCZ)99410000000852570320180830d2018 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierSecure Networked Inference with Unreliable Data Sources[electronic resource] /by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney1st ed. 2018.Singapore :Springer Singapore :Imprint: Springer,2018.1 online resource (XIII, 208 p. 74 illus., 71 illus. in color.) 981-13-2311-9 Chapter 1 Introduction -- Chapter 2 Conventional Inference theories -- Chapter 3 Distributed Detection in Networks -- Chapter 4 Distributed Estimation and Target Localization -- Chapter 5 Distributed Classification and Target Tracking -- Chapter 6 New Research Directions Discussion and conclusions.The book presents theory and algorithms for secure networked inference in the presence of Byzantines. It derives fundamental limits of networked inference in the presence of Byzantine data and designs robust strategies to ensure reliable performance for several practical network architectures. In particular, it addresses inference (or learning) processes such as detection, estimation or classification, and parallel, hierarchical, and fully decentralized (peer-to-peer) system architectures. Furthermore, it discusses a number of new directions and heuristics to tackle the problem of design complexity in these practical network architectures for inference.Computer communication systemsComputer securityElectrical engineeringSignal processingImage processingSpeech processing systemsCoding theoryInformation theoryMathematical statisticsComputer Communication Networkshttps://scigraph.springernature.com/ontologies/product-market-codes/I13022Systems and Data Securityhttps://scigraph.springernature.com/ontologies/product-market-codes/I28060Communications Engineering, Networkshttps://scigraph.springernature.com/ontologies/product-market-codes/T24035Signal, Image and Speech Processinghttps://scigraph.springernature.com/ontologies/product-market-codes/T24051Coding and Information Theoryhttps://scigraph.springernature.com/ontologies/product-market-codes/I15041Probability and Statistics in Computer Sciencehttps://scigraph.springernature.com/ontologies/product-market-codes/I17036Computer communication systems.Computer security.Electrical engineering.Signal processing.Image processing.Speech processing systems.Coding theory.Information theory.Mathematical statistics.Computer Communication Networks.Systems and Data Security.Communications Engineering, Networks.Signal, Image and Speech Processing.Coding and Information Theory.Probability and Statistics in Computer Science.004.6Vempaty Adityaauthttp://id.loc.gov/vocabulary/relators/aut933173Kailkhura Bhavyaauthttp://id.loc.gov/vocabulary/relators/autVarshney Pramod Kauthttp://id.loc.gov/vocabulary/relators/autBOOK9910349472503321Secure Networked Inference with Unreliable Data Sources2100371UNINA