LEADER 04742nam 22005655 450 001 9910254323803321 005 20200629170524.0 010 $a3-319-54840-9 024 7 $a10.1007/978-3-319-54840-1 035 $a(CKB)3710000001177635 035 $a(DE-He213)978-3-319-54840-1 035 $a(MiAaPQ)EBC4844295 035 $a(PPN)200514792 035 $a(EXLCZ)993710000001177635 100 $a20170420d2017 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aEmerging Technology and Architecture for Big-data Analytics /$fedited by Anupam Chattopadhyay, Chip Hong Chang, Hao Yu 205 $a1st ed. 2017. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2017. 215 $a1 online resource (XI, 330 p. 162 illus., 98 illus. in color.) 311 $a3-319-54839-5 320 $aIncludes bibliographical references at the end of each chapters. 327 $aPart I State-of-the-Art Architectures and Automation for Data-analytics -- Chapter 1. Scaling the Java Virtual Machine on a Many-core System -- Chapter 2.Scaling the Java Virtual Machine on a Many-core System -- Chapter 3.Least-squares based Machine Learning Accelerator for Big-data Analytics in Smart Buildings -- Chapter 4.Compute-in-memory Architecture for Data-Intensive Kernels -- Chapter 5. New Solutions for Cross-Layer System-Level and High-Level Synthesis -- Part II New Solutions for Cross-Layer System-Level and High-Level Synthesis -- Chapter 6.Side Channel Attacks and Efficient Countermeasures on Residue Number System Multipliers -- Chapter 7. Ultra-Low-Power Biomedical Circuit Design and Optimization: Catching The Don?t Cares -- Chapter 8.Acceleration of MapReduce Framework on a Multicore Processor -- Chapter 9. Adaptive dynamic range compression for improving envelope-based speech perception: Implications for cochlear implants -- Part III Emerging Technology, Circuits and Systems for Data-analytics -- Chapter 10. Emerging Technology, Circuits and Systems for Data-analytics -- Chapter 11. Energy Efficient Spiking Neural Network Design with RRAM Devices -- Chapter 12. Efficient Neuromorphic Systems and Emerging Technologies - Prospects and Perspectives -- Chapter 13. In-memory Data Compression Using ReRAMs -- Chapter 14. In-memory Data Compression Using ReRAMs -- Chapter 15.Data Analytics in Quantum Paradigm ? An Introduction. 330 $aThis book describes the current state of the art in big-data analytics, from a technology and hardware architecture perspective. The presentation is designed to be accessible to a broad audience, with general knowledge of hardware design and some interest in big-data analytics. Coverage includes emerging technology and devices for data-analytics, circuit design for data-analytics, and architecture and algorithms to support data-analytics. Readers will benefit from the realistic context used by the authors, which demonstrates what works, what doesn?t work, and what are the fundamental problems, solutions, upcoming challenges and opportunities. Provides a single-source reference to hardware architectures for big-data analytics; Covers various levels of big-data analytics hardware design abstraction and flow, from device, to circuits and systems; Demonstrates how non-volatile memory (NVM) based hardware platforms can be a viable solution to existing challenges in hardware architecture for big-data analytics. 606 $aElectronic circuits 606 $aMicroprocessors 606 $aBig data 606 $aCircuits and Systems$3https://scigraph.springernature.com/ontologies/product-market-codes/T24068 606 $aProcessor Architectures$3https://scigraph.springernature.com/ontologies/product-market-codes/I13014 606 $aElectronic Circuits and Devices$3https://scigraph.springernature.com/ontologies/product-market-codes/P31010 606 $aBig Data/Analytics$3https://scigraph.springernature.com/ontologies/product-market-codes/522070 615 0$aElectronic circuits. 615 0$aMicroprocessors. 615 0$aBig data. 615 14$aCircuits and Systems. 615 24$aProcessor Architectures. 615 24$aElectronic Circuits and Devices. 615 24$aBig Data/Analytics. 676 $a621.3815 702 $aChattopadhyay$b Anupam$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aChang$b Chip Hong$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aYu$b Hao$4edt$4http://id.loc.gov/vocabulary/relators/edt 906 $aBOOK 912 $a9910254323803321 996 $aEmerging Technology and Architecture for Big-data Analytics$92241000 997 $aUNINA