03018nam 2200433 450 99647576260331620221204134625.09789811904011(electronic bk.)9789811904004(MiAaPQ)EBC6986761(Au-PeEL)EBL6986761(CKB)22371876200041(PPN)269151966(EXLCZ)992237187620004120221204d2022 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierKernel methods for machine learning with math and python 100 exercises for building logic /Joe SuzukiGateway East, Singapore :Springer,[2022]©20221 online resource (216 pages)Print version: Suzuki, Joe Kernel Methods for Machine Learning with Math and Python Singapore : Springer,c2022 9789811904004 Includes bibliographical references and index.Intro -- Preface -- How to Overcome Your Kernel Weakness -- What Makes KMMP Unique? -- Acknowledgments -- Contents -- 1 Positive Definite Kernels -- 1.1 Positive Definiteness of a Matrix -- 1.2 Kernels -- 1.3 Positive Definite Kernels -- 1.4 Probability -- 1.5 Bochner's Theorem -- 1.6 Kernels for Strings, Trees, and Graphs -- Appendix -- Exercises 1 sim 15 -- 2 Hilbert Spaces -- 2.1 Metric Spaces and Their Completeness -- 2.2 Linear Spaces and Inner Product Spaces -- 2.3 Hilbert Spaces -- 2.4 Projection Theorem -- 2.5 Linear Operators -- 2.6 Compact Operators -- Appendix: Proofs of Propositions -- Exercises 16 sim 30 -- 3 Reproducing Kernel Hilbert Space -- 3.1 RKHSs -- 3.2 Sobolev Space -- 3.3 Mercer's Theorem -- Appendix -- Exercises 31 sim 45 -- 4 Kernel Computations -- 4.1 Kernel Ridge Regression -- 4.2 Kernel Principle Component Analysis -- 4.3 Kernel SVM -- 4.4 Spline Curves -- 4.5 Random Fourier Features -- 4.6 Nyström Approximation -- 4.7 Incomplete Cholesky Decomposition -- Appendix -- Exercises 46 sim 64 -- 5 The MMD and HSIC -- 5.1 Random Variables in RKHSs -- 5.2 The MMD and Two-Sample Problem -- 5.3 The HSIC and Independence Test -- 5.4 Characteristic and Universal Kernels -- 5.5 Introduction to Empirical Processes -- Appendix -- Exercises 65 sim83 -- 6 Gaussian Processes and Functional Data Analyses -- 6.1 Regression -- 6.2 Classification -- 6.3 Gaussian Processes with Inducing Variables -- 6.4 Karhunen-Lóeve Expansion -- 6.5 Functional Data Analysis -- Appendix -- Exercises 83sim100 -- Appendix Bibliography.Artificial intelligenceArtificial intelligenceData processingArtificial intelligence.Artificial intelligenceData processing.515.9Suzuki Joe846228MiAaPQMiAaPQMiAaPQ996475762603316Kernel Methods for Machine Learning with Math and Python2851093UNISA01111nam a22002651i 450099100237436970753620030623164632.0030925s1909 it |||||||||||||||||ita b12279870-39ule_instARCHE-032744ExLBiblioteca InterfacoltàitaA.t.i. Arché s.c.r.l. Pandora Sicilia s.r.l.346Marzo Stella contro Trazza LuigiLecce :E. Bortrone e C.,19091 v. ;25 cmIn testa al front.: Tribunale civile di Lecce, 2. sezioneSul front.: Oggetto: Azione in riconvenzione, Eccezione riconvenzionale, Compensazione, Tassa di registro, Surroga, PrivilegioLecceTribunale civileControversieItalia :Tribunale<Lecce>.b1227987002-04-1408-10-03991002374369707536LE002 Busta B 80/1412002000776723le002-E0.00-no 00000.i1267236108-10-03Marzo Stella contro Trazza Luigi165042UNISALENTOle00208-10-03ma -itait 0101842nam 2200421Ia 450 991069789370332120090217144811.0(CKB)5470000002392042(OCoLC)276449506(EXLCZ)99547000000239204220081126d2007 ua 0engurcn||||m||||txtrdacontentcrdamediacrrdacarrierSpent fuel transportation package response to the Baltimore Tunnel fire scenario[electronic resource] final report /prepared by H.E. Adkins, Jr. ... [and others]Rev. 1.Washington, DC :Division of Spent Fuel Storage and Transportation, Office of Nuclear Material Safety and Safeguards, U.S. Nuclear Regulatory Commission,[2007]1 electronic text (1 volumes (various pagings)) HTML, digital, PDF fileTitle from title screen (viewed on Nov. 26, 2008)."Pacific Northwest National Laboratory.""Date published: November 2006.""NUREG/CR-6886.""PNNL-15313."Includes bibliographical references (page 9.1 - 9.3).Spent fuel transportation package response to the Baltimore Tunnel fire scenario Spent reactor fuelsTransportationSafety measuresSpent reactor fuelsTransportationSafety measures.Adkins H. E.Jr.1396085U.S. Nuclear Regulatory Commission.Division of Spent Fuel Storage and Transportation.Pacific Northwest National Laboratory (U.S.)GPOGPOBOOK9910697893703321Spent fuel transportation package response to the Baltimore tunnel fire scenario3479533UNINA01025nam a2200217 i 450099100433533740753620240920093808.0240715s2007 vc er 000 0 ita d9788820979966Bibl. Dip.le Aggr. Scienze Giuridiche - Sez. Centro Studi sul RischioitaSocioculturale Scsita234.2523BenedictusXVI<papa>181463Lettera enciclica Spe Salvi del sommo pontefice Benedetto XVI ai vescovi ai presbiteri e ai diaconi alle persone consacrate e a tutti i fedeli laici sulla speranza cristianaCittà del Vaticano :Libreria editrice vaticana,c2007100 p. ;17 cmSperanzaDottrina pontificiaSperanzaConcezione cristiana991004335337407536Lettera enciclica Spe Salvi del sommo pontefice Benedetto XVI ai vescovi ai presbiteri e ai diaconi alle persone consacrate e a tutti i fedeli laici sulla speranza cristiana4176486UNISALENTO