LEADER 06932nam 22009735 450 001 9911024074903321 005 20250423102733.0 010 $a3-11-137774-1 010 $a3-11-137677-X 035 $a(CKB)38111332500041 035 $a(DE-B1597)671422 035 $a(DE-B1597)9783111376776 035 $a(MiAaPQ)EBC32077222 035 $a(Au-PeEL)EBL32077222 035 $a(EXLCZ)9938111332500041 100 $a20250423h20252025 fg 101 0 $aeng 135 $aur||||||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 00$aMathematical Optimization for Machine Learning $eProceedings of the MATH+ Thematic Einstein Semester 2023 /$fed. by Martin Weiser, Aswin Kannan, Sebastian Pokutta, Kartikey Sharma, Daniel Walter, Andrea Walther, Konstantin Fackeldey 205 $a1st ed. 210 1$aBerlin ;$aBoston : $cDe Gruyter, $d[2025] 210 4$d2025 215 $a1 online resource (X, 202 p.) 225 0 $aDe Gruyter Proceedings in Mathematics ,$x2942-4801 311 08$a3-11-137585-4 327 $tFrontmatter -- $tPreface -- $tAcknowledgment -- $tContents -- $tA framework to solve inverse problems for parametric PDEs using adaptive finite elements and neural networks -- $tGeneration of value function data for bilevel optimal control and application to hybrid electric vehicle -- $tGraph neural networks to predict strokes from blood flow simulations -- $tCapturing the macroscopic behavior of molecular dynamics with membership functions -- $tAdaptive gradient-enhanced Gaussian process surrogates for inverse problems -- $tMultifidelity domain decomposition-based physics-informed neural networks and operators for time-dependent problems -- $tConstrained piecewise linear optimization by an active signature method -- $tParallel trust-region approaches in neural network training -- $tTrustworthy optimization learning: a brief overview -- $tCompression-aware training of neural networks using Frank?Wolfe -- $tApproximation of generalized frequency response functions via vector fitting -- $tOn the nonsmooth regularity condition LIKQ for different abs-normal representations -- $tDivergence of the ADAM algorithm with fixed-stepsize: a (very) simple example -- $tIndex 330 $aMathematical optimization and machine learning are closely related. This proceedings volume of the Thematic Einstein Semester 2023 of the Berlin Mathematics Research Center MATH+ collects recent progress on their interplay in topics such as discrete optimization, nonlinear programming, optimal control, first-order methods, multilevel optimization, machine learning in optimization, physics-informed learning, and fairness in machine learning. 410 3$aDe Gruyter Proceedings in Mathematics Series 606 $aMATHEMATICS / Optimization$2bisacsh 610 $aMathematical optimization, Machine learning, Nonlinear optimization, Discrete optimization, Physics informed learning. 615 7$aMATHEMATICS / Optimization. 702 $aBaumgärtner$b Lukas, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aBeecroft$b Damien, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aBethke$b Franz, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aCaboussat$b Alexandre, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aCarlucci$b Antonio, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aChewle$b Surahit, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aCots$b Olivier, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aCruz Alegría$b Samuel A., $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aDutto$b Rémy, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aFackeldey$b Konstantin, $4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aGauger$b Nicolas R., $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aGirardin$b Maude, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aGosea$b Ion Victor, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aGriewank$b Andreas$4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aGrivet-Talocia$b Stefano, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aHeinlein$b Alexander, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aHoward$b Amanda A., $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aJan$b Sophie, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aKannan$b Aswin, $4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aKopani?áková$b Alena, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aKrause$b Rolf$4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aKreimeier$b Timo, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aLaporte$b Serge, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aPicasso$b Marco, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aPochampalli$b Rohit, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aPokutta$b Sebastian, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aPokutta$b Sebastian, $4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aRabben$b Robert Julian, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aSemler$b Phillip, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aSharma$b Kartikey, $4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aShyshkanova$b Ganna, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aSikorski$b Alexander, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aSpiegel$b Christoph, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aStinis$b Panos, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aToint$b Ph. L$g(Philippe L.),$4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aTrotti$b Ken, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aVan Hentenryck$b Pascal$4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aWalter$b Daniel$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aWalther$b Andrea, $4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aWalther$b Andrea, $4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aWeber$b Marcus$4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aWeiser$b Martin$4ctb$4https://id.loc.gov/vocabulary/relators/ctb 702 $aWeiser$b Martin, $4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aZimmer$b Max$4ctb$4https://id.loc.gov/vocabulary/relators/ctb 801 0$bDE-B1597 801 1$bDE-B1597 906 $aBOOK 912 $a9911024074903321 996 $aMathematical Optimization for Machine Learning$94376465 997 $aUNINA