LEADER 03498nam 2200985z- 450 001 9910576873203321 005 20231214132855.0 035 $a(CKB)5720000000008444 035 $a(oapen)https://directory.doabooks.org/handle/20.500.12854/84584 035 $a(EXLCZ)995720000000008444 100 $a20202206d2022 |y 0 101 0 $aeng 135 $aurmn|---annan 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aNonparametric Statistical Inference with an Emphasis on Information-Theoretic Methods 210 $cMDPI - Multidisciplinary Digital Publishing Institute$d2022 215 $a1 electronic resource (226 p.) 311 $a3-0365-4297-3 311 $a3-0365-4298-1 330 $aThis book addresses contemporary statistical inference issues when no or minimal assumptions on the nature of studied phenomenon are imposed. Information theory methods play an important role in such scenarios. The approaches discussed include various high-dimensional regression problems, time series and dependence analyses. 606 $aTechnology: general issues$2bicssc 606 $aHistory of engineering & technology$2bicssc 606 $aMechanical engineering & materials$2bicssc 610 $ahigh-dimensional time series 610 $anonstationarity 610 $anetwork estimation 610 $achange points 610 $akernel estimation 610 $ahigh-dimensional regression 610 $aloss function 610 $arandom predictors 610 $amisspecification 610 $aconsistent selection 610 $asubgaussianity 610 $ageneralized information criterion 610 $arobustness 610 $astatistical learning theory 610 $ainformation theory 610 $aentropy 610 $aparameter estimation 610 $alearning systems 610 $aprivacy 610 $aprediction methods 610 $amisclassification risk 610 $amodel misspecification 610 $apenalized estimation 610 $asupervised classification 610 $avariable selection consistency 610 $aarchimedean copula 610 $aconsistency 610 $aestimation 610 $aextreme-value copula 610 $atail dependency 610 $amultivariate analysis 610 $aconditional mutual information 610 $aCMI 610 $ainformation measures 610 $anonparametric variable selection criteria 610 $agaussian mixture 610 $aconditional infomax feature extraction 610 $aCIFE 610 $ajoint mutual information criterion 610 $aJMI 610 $agenerative tree model 610 $aMarkov blanket 610 $aminimum distance estimation 610 $amaximum likelihood estimation 610 $ainfluence functions 610 $aadaptive splines 610 $aB-splines 610 $aright-censored data 610 $asemiparametric regression 610 $asynthetic data transformation 610 $atime series 615 7$aTechnology: general issues 615 7$aHistory of engineering & technology 615 7$aMechanical engineering & materials 700 $aMielniczuk$b Jan$4edt$01325229 702 $aMielniczuk$b Jan$4oth 906 $aBOOK 912 $a9910576873203321 996 $aNonparametric Statistical Inference with an Emphasis on Information-Theoretic Methods$93036710 997 $aUNINA