LEADER 03838nam 22006255 450 001 996465342403316 005 20230913171352.0 010 $a981-15-2910-8 010 $a9789811529108$b(eBook) 024 7 $a10.1007/978-981-15-2910-8 035 $a(CKB)4100000011273628 035 $a(MiAaPQ)EBC6213171 035 $a(DE-He213)978-981-15-2910-8 035 $a(PPN)248393383 035 $a(EXLCZ)994100000011273628 100 $a20200529h20202020 uy 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aAccelerated optimization for machine learning $efirst-order algorithms /$fZhouchen Lin, Huan Li, Cong Fang 210 1$aSingapore :$cSpringer,$d[2020] 210 4$dİ2020 215 $a1 online resource (286 pages) 311 08$a981-15-2909-4 311 08$a9789811529092 320 $aIncludes bibliographical references and index. 327 $aChapter 1. Introduction -- Chapter 2. Accelerated Algorithms for Unconstrained Convex Optimization -- Chapter 3. Accelerated Algorithms for Constrained Convex Optimization -- Chapter 4. Accelerated Algorithms for Nonconvex Optimization -- Chapter 5. Accelerated Stochastic Algorithms -- Chapter 6. Accelerated Paralleling Algorithms -- Chapter 7. Conclusions. 330 $aThis book on optimization includes forewords by Michael I. Jordan, Zongben Xu and Zhi-Quan Luo. Machine learning relies heavily on optimization to solve problems with its learning models, and first-order optimization algorithms are the mainstream approaches. The acceleration of first-order optimization algorithms is crucial for the efficiency of machine learning. Written by leading experts in the field, this book provides a comprehensive introduction to, and state-of-the-art review of accelerated first-order optimization algorithms for machine learning. It discusses a variety of methods, including deterministic and stochastic algorithms, where the algorithms can be synchronous or asynchronous, for unconstrained and constrained problems, which can be convex or non-convex. Offering a rich blend of ideas, theories and proofs, the book is up-to-date and self-contained. It is an excellent reference resource for users who are seeking faster optimization algorithms, as well as for graduate students and researchers wanting to grasp the frontiers of optimization in machine learning in a short time. 606 $aMachine learning$xMathematics 606 $aMathematical optimization 606 $aComputer mathematics 606 $aMachine Learning$3https://scigraph.springernature.com/ontologies/product-market-codes/I21010 606 $aOptimization$3https://scigraph.springernature.com/ontologies/product-market-codes/M26008 606 $aMath Applications in Computer Science$3https://scigraph.springernature.com/ontologies/product-market-codes/I17044 606 $aComputational Mathematics and Numerical Analysis$3https://scigraph.springernature.com/ontologies/product-market-codes/M1400X 615 0$aMachine learning$xMathematics. 615 0$aMathematical optimization. 615 0$aComputer mathematics. 615 14$aMachine Learning. 615 24$aOptimization. 615 24$aMath Applications in Computer Science. 615 24$aComputational Mathematics and Numerical Analysis. 676 $a006.31 700 $aLin$b Zhouchen$4aut$4http://id.loc.gov/vocabulary/relators/aut$0908694 702 $aLi$b Huan$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aFang$b Cong$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996465342403316 996 $aAccelerated Optimization for Machine Learning$92032253 997 $aUNISA LEADER 07618nam 2202413z- 450 001 9910557787303321 005 20231214132851.0 035 $a(CKB)5400000000045515 035 $a(oapen)https://directory.doabooks.org/handle/20.500.12854/69055 035 $a(EXLCZ)995400000000045515 100 $a20202105d2020 |y 0 101 0 $aeng 135 $aurmn|---annan 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aRecent Advances and Clinical Outcomes of Kidney Transplantation$eVolume 2 210 $aBasel, Switzerland$cMDPI - Multidisciplinary Digital Publishing Institute$d2020 215 $a1 electronic resource (270 p.) 311 $a3-03936-407-3 311 $a3-03936-408-1 330 $aAdvances in immunosuppression and kidney transplant techniques have led to significant improvements in the short-term survival of the renal allograft. Long-term graft survival, however, has relatively lagged behind and has now become one of the main problems in kidney transplantation. In this Special Issue, we discuss the recent research developments in kidney transplants that may affect long-term allografts, as well as the survival of the patient. The latest developments in living kidney donation are also explored. 517 $aRecent Advances and Clinical Outcomes of Kidney Transplantation 606 $aMedicine$2bicssc 610 $amalondialdehyde 610 $aoxidative stress 610 $anew-onset diabetes 610 $arenal transplantation 610 $aBK virus 610 $aBK virus nephropathy 610 $akidney allograft 610 $atransplantation 610 $aAlport syndrome 610 $achildren 610 $aautosomal dominant polycystic kidney disease 610 $aepidemiology 610 $ahospitalization 610 $akidney transplantation 610 $asubarachnoid hemorrhage 610 $amalignancy 610 $apost-transplant malignancy 610 $arenal cell carcinoma 610 $ameta-analysis 610 $asystematic reviews 610 $atacrolimus 610 $aC/D-ratio 610 $apharmacokinetics 610 $aopportunistic infection 610 $aallograft survival 610 $aurological complications 610 $aureteric stent 610 $aurinary tract infection 610 $atiming of removal 610 $aliving donor 610 $aethnicity 610 $aage 610 $aobesity 610 $agenetic relationship donor/recipient 610 $aatypical hemolytic uremic syndrome 610 $aeculizumab 610 $aglucose intolerance 610 $ainsulin secretion 610 $ainsulin resistance 610 $aoral glucose tolerance test 610 $ahealthy subject 610 $ahyperchloremia 610 $akidney graft dysfunction 610 $aliving donor kidney transplantation 610 $aUropathogenic E. coli 610 $aUPEC 610 $aphylogeny 610 $agenomics 610 $aantibiotic resistance 610 $avirulence traits 610 $anight-time renal transplantation 610 $agraft survival 610 $apatient survival/outcome 610 $asurgical complications 610 $aacute rejection 610 $alymphocyte 610 $aCD45RC 610 $aBelatacept 610 $acardiovascular high risk 610 $aoutcome 610 $amachine perfusion 610 $aorgan preservation 610 $atemperature 610 $ahypothermic 610 $anormothermic 610 $atransplant 610 $aproton-pump inhibitors 610 $airon 610 $airon deficiency 610 $apolyomavirus 610 $aBKV 610 $akidney 610 $aglomerulus 610 $aBKVAN 610 $anephropathy 610 $afluid management 610 $adelayed graft function 610 $agoal-directed fluid therapy 610 $acalcineurin inhibitor nephrotoxcity 610 $aC/D ratio 610 $atacrolimus metabolism 610 $aADPKD 610 $anative nephrectomy 610 $apatient outcome 610 $aperioperative complications 610 $aepidermal growth factor 610 $acreatinine 610 $agraft failure 610 $arenal transplantation. 610 $anew onset diabetes after renal transplantation 610 $asingle nucleotide polymorphisms 610 $aurinary biomarkers 610 $a?-GST 610 $a?-GST 610 $anephrotoxicity 610 $aurinary excretion of N1-methylnicotinamide 610 $amortality 610 $aniacin status 610 $adietary intake 610 $atryptophan 610 $avitamin B3 610 $aKidney transplant 610 $avitamin C 610 $acancer mortality 610 $aoxidative stress. 610 $amycophenolic acid 610 $aimmunosuppression 610 $aplasmapheresis 610 $aoxalate 610 $ahyperoxaluria 610 $akidney transplant recipients 610 $apost-transplantation diabetes mellitus 610 $aall-cause mortality 610 $acardiovascular mortality 610 $ainfectious mortality 610 $amagnesium 610 $ahypomagnesaemia 610 $acancer 610 $akidney transplant 610 $asurvival 610 $aliving kidney donation 610 $aliving-donor kidney transplantation 610 $abeliefs 610 $ainequity 610 $aischemia reperfusion injury 610 $ainnate immune system 610 $aadaptive immune system 610 $aapoptosis 610 $anecrosis 610 $ahypoxic inducible factor 610 $aendothelial dysfunction 610 $aproton pump inhibitor 610 $atransplant rejection 610 $aGFR 610 $ainsulin-like growth factor 1 610 $agrowth hormone 610 $amuscle mass 610 $apatient survival 610 $aphysical activity 610 $arenal transplant recipients 610 $akidney transplant (KT) 610 $adonor-specific antibodies (DSA) 610 $aC3d-binding assay 610 $aantibody-mediated rejection (AMR) 610 $aarsenic 610 $adiet 610 $afish consumption 610 $apost-transplant diabetes mellitus 610 $aN1-methyl-2-pyridone-5-carboxamide 610 $aN1-methylnicotinamide 610 $aurinary excretion 610 $akidney function 610 $abiomarker 610 $abranched chain amino acids 610 $aposttransplant diarrhea 610 $amethanogenesis 610 $aMethanosphaera stadtmanae 610 $amucins 610 $asulfate-reducing bacteria 610 $aacute humoral rejection 610 $afirst-line therapy 610 $aoutcomes 610 $aproteasome inhibitor 610 $arenal transplant 610 $atransplant recipients 610 $acalcineurin inhibitors 610 $aFK506 610 $apharmacokinetic 610 $afast tacrolimus metabolizers 615 7$aMedicine 700 $aCheungpasitporn$b Wisit$4edt$01277893 702 $aThongprayoon$b Charat$4edt 702 $aLeeaphorn$b Napat$4edt 702 $aCheungpasitporn$b Wisit$4oth 702 $aThongprayoon$b Charat$4oth 702 $aLeeaphorn$b Napat$4oth 906 $aBOOK 912 $a9910557787303321 996 $aRecent Advances and Clinical Outcomes of Kidney Transplantation$93012222 997 $aUNINA