03876nam 22007095 450 991062725980332120251113185652.0981-19-4017-710.1007/978-981-19-4017-0(MiAaPQ)EBC7088008(Au-PeEL)EBL7088008(CKB)24837145900041(PPN)264953673(OCoLC)1345585543(DE-He213)978-981-19-4017-0(EXLCZ)992483714590004120220915d2023 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierDeep Learning for Computational Problems in Hardware Security Modeling Attacks on Strong Physically Unclonable Function Circuits /by Pranesh Santikellur, Rajat Subhra Chakraborty1st ed. 2023.Singapore :Springer Nature Singapore :Imprint: Springer,2023.1 online resource (92 pages)Studies in Computational Intelligence,1860-9503 ;1052Print version: Santikellur, Pranesh Deep Learning for Computational Problems in Hardware Security Singapore : Springer,c2022 9789811940163 Includes bibliographical references.Chapter 1: Introduction -- Chapter 2: Fundamental Concepts of Machine Learning -- Chapter 3: Supervised Machine Learning Algorithms for PUF Modeling Attacks -- Chapter 4: Deep Learning based PUF Modeling Attacks -- Chapter 5: Tensor Regression based PUF Modeling Attack -- Chapter 6: Binarized Neural Network based PUF Modeling -- Chapter 7: Conclusions and Future Work. .The book discusses a broad overview of traditional machine learning methods and state-of-the-art deep learning practices for hardware security applications, in particular the techniques of launching potent "modeling attacks" on Physically Unclonable Function (PUF) circuits, which are promising hardware security primitives. The volume is self-contained and includes a comprehensive background on PUF circuits, and the necessary mathematical foundation of traditional and advanced machine learning techniques such as support vector machines, logistic regression, neural networks, and deep learning. This book can be used as a self-learning resource for researchers and practitioners of hardware security, and will also be suitable for graduate-level courses on hardware security and application of machine learning in hardware security. A stand-out feature of the book is the availability of reference software code and datasets to replicate the experiments described in the book.Studies in Computational Intelligence,1860-9503 ;1052Electronic circuitsArtificial intelligenceMathematicsComputers, Special purposeComputer scienceElectronic Circuits and SystemsArtificial IntelligenceMathematics in Popular ScienceSpecial Purpose and Application-Based SystemsComputer ScienceElectronic circuits.Artificial intelligence.Mathematics.Computers, Special purpose.Computer science.Electronic Circuits and Systems.Artificial Intelligence.Mathematics in Popular Science.Special Purpose and Application-Based Systems.Computer Science.006.3Santikellur Pranesh1267562Chakraborty Rajat SubhraMiAaPQMiAaPQMiAaPQBOOK9910627259803321Deep learning for computational problems in hardware security3010766UNINA04494nas 2201381-a 450 991014423670332120260218113040.0(DE-599)ZDB2180721-8(CKB)991042728710084(CONSER)---83642673-(DE-599)2180721-8(EXLCZ)9999104272871008419830415b19821996 -a- bafrtxtrdacontentBulletin van statistiek /Republiek van Suid-Afrika, Sentrale Statistiekdiens = Bulletin of statistics / Republic of South Africa, Central Statistical Services[Pretoria] Sentrale Statistiekdiens[1982-1996]1 online resourcePrint version: Bulletin van statistiek (South Africa. Central Statistical Services) 0034-5024 (DLC) 83642673 (OCoLC)9414265 Bulletin van statistiekeBulletin of statisticsCSS bulletin of statisticsBULLETIN OF STATISTICSeconomic and social developmentilotpopulationilotinternational migrationilotlabour forceilotemploymentilotunemploymentilotwagesilothours of workilotsocial conditionsiloteconomyilottradeilotfinancial sectorilotconsumer price indexilotdéveloppement économique et socialtbitpopulationtbitmigration internationaletbitmain-d'oeuvretbitemploitbitchômagetbitsalairetbitdurée du travailtbitconditions socialestbitéconomietbitcommerce internationaltbitsecteur financièretbitindice des prix à la consommationtbitdesarrollo económico y socialtoitpoblacióntoitmigración internacionaltoitmano de obratoitempleotoitdesempleotoitsalariotoithoras de trabajotoitcondiciones socialestoiteconomíatoitcomercio internacionaltoitsector financierotoitíndice de precios al consumidortoitSouth AfricaStatisticsPeriodicalsSouth Africafasthttps://id.oclc.org/worldcat/entity/E39PBJcWtkkqd3cMmFw9GBdYT3South AfricailotAfrique du SudtbitSudáfricatoitPeriodicals.fastStatistics.faststatistical table.ilottableau statistique.tbitcuadros estadísticos.toiteconomic and social development.population.international migration.labour force.employment.unemployment.wages.hours of work.social conditions.economy.trade.financial sector.consumer price index.développement économique et social.population.migration internationale.main-d'oeuvre.emploi.chômage.salaire.durée du travail.conditions sociales.économie.commerce international.secteur financière.indice des prix à la consommation.desarrollo económico y social.población.migración internacional.mano de obra.empleo.desempleo.salario.horas de trabajo.condiciones sociales.economía.comercio internacional.sector financiero.índice de precios al consumidor.316.8South Africa.Central Statistical Services.JOURNAL9910144236703321exl_impl conversionBulletin van statistiek2263034UNINA