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Machine learning under a modern optimization lens

Machine learning under a modern optimization lens (Loan 2 times)

Material type
단행본
Personal Author
Bertsimas, Dimitris. Dunn, Jack (Jack William).
Title Statement
Machine learning under a modern optimization lens / Dimitris Bertsimas, Jack Dunn.
Publication, Distribution, etc
Belmont, Massachusetts :   Dynamic Ideas LLC,   c2019.  
Physical Medium
xviii, 589 p. : ill. (some col.) ; 24 cm.
ISBN
9781733788502 (hardback) 1733788506 (hardback)
Content Notes
The optimization lenses -- Regression and extension -- Optimal trees for classification and regression -- Prescriptive analytics -- The power of optimization over randomization -- Unsupervised methods -- Matrix methods -- Optimization via a machine learning lens.
Bibliography, Etc. Note
Includes bibliographical references and index.
Subject Added Entry-Topical Term
Machine learning. Mathematical optimization. Machine learning. Mathematical optimization.
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001 000046016063
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008 200205s2019 maua b 000 0 eng d
020 ▼a 9781733788502 (hardback)
020 ▼a 1733788506 (hardback)
035 ▼a (KERIS)BIB000015437352
040 ▼a MYG ▼b eng ▼e rda ▼c MYG ▼d YDX ▼d OCLCF ▼d 211032 ▼d 211009
050 1 4 ▼a Q325.5 ▼b .B47 2019
082 0 4 ▼a 006.31 ▼2 23
084 ▼a 006.31 ▼2 DDCK
090 ▼a 006.31 ▼b B551m
100 1 ▼a Bertsimas, Dimitris.
245 1 0 ▼a Machine learning under a modern optimization lens / ▼c Dimitris Bertsimas, Jack Dunn.
260 ▼a Belmont, Massachusetts : ▼b Dynamic Ideas LLC, ▼c c2019.
300 ▼a xviii, 589 p. : ▼b ill. (some col.) ; ▼c 24 cm.
504 ▼a Includes bibliographical references and index.
505 0 0 ▼t The optimization lenses -- ▼t Regression and extension -- ▼t Optimal trees for classification and regression -- ▼t Prescriptive analytics -- ▼t The power of optimization over randomization -- ▼t Unsupervised methods -- ▼t Matrix methods -- ▼t Optimization via a machine learning lens.
650 0 ▼a Machine learning.
650 0 ▼a Mathematical optimization.
650 0 ▼a Machine learning.
650 0 ▼a Mathematical optimization.
700 1 ▼a Dunn, Jack ▼q (Jack William).
945 ▼a KLPA

Holdings Information

No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Science & Engineering Library/Sci-Info(Stacks2)/ Call Number 006.31 B551m Accession No. 121252242 Availability Available Due Date Make a Reservation Service B M

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