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02329aam a2200361 i 4500 001 9500CC5872D911EDA0B05B7C49ECA4DB 003 SILO 005 20221203010154 008 210615t20222022enka b 001 0 eng 010 $a 2021028671 020 $a 1316518981 020 $a 9781316518984 035 $a (OCoLC)1240306218 040 $a DLC $b eng $e rda $c DLC $d YDX $d OCLCO $d OCLCF $d UKMGB $d OCLCO $d YDX $d SILO 042 $a pcc 050 00 $a QA76.9 B45 W75 2022 084 $a MAT000000 $2 bisacsh 100 1 $a Wright, Stephen J., $d 1960- $e author. 245 10 $a Optimization for data analysis / $c Stephen J. Wright and Benjamin Recht. 264 1 $a Cambridge, United Kingdom ; $b Cambridge University Press, $c 2022. 300 $a x, 227 pages : $b illustrations ; $c 24 cm 504 $a Includes bibliographical references and index. 520 $a "Optimization formulations and algorithms have long played a central role in data analysis and machine learning. Maximum likelihood concepts date to Gauss and Laplace in the late 1700s ; problems of this type drove developments in unconstrained optimization in the latter half of the 20th century. Mangasarian's papers in the 1960s on pattern separation using linear programming made an explicit connection between machine learning and optimization in the early days of the former subject. During the 1990s, optimization techniques (especially quadratic programming and duality) were key to the development of support vector machines and kernel learning. The period 1997-2010 saw many synergies emerge between regularized / sparse optimization, variable selection, and compressed sensing. In the current era of deep learning, two optimization techniques-stochastic gradient and automatic differentiation (a.k.a. back-propagation)-are essential"-- $c Provided by publisher. 650 0 $a Big data. 650 0 $a Mathematical optimization. 650 0 $a Quantitative research. 650 0 $a Artificial intelligence. 700 1 $a Recht, Benjamin, $e author. 776 08 $i Online version: $a Wright, Stephen J. $t Optimization for data analysis $d New York : Cambridge University Press, [2021] $z 9781009004282 $w (DLC) 2021028672 941 $a 1 952 $l USUX851 $d 20240717024814.0 956 $a http://locator.silo.lib.ia.us/search.cgi?index_0=id&term_0=9500CC5872D911EDA0B05B7C49ECA4DB 994 $a C0 $b IWAInitiate Another SILO Locator Search