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02335aam a2200409 i 4500 001 43689618440211EF98CC15ED37ECA4DB 003 SILO 005 20240717010108 008 230402s2024 njua b 000 0 eng 010 $a 2023006247 020 $a 9811263892 020 $a 9789811263897 035 $a (OCoLC)1374931240 040 $a DLC $b eng $e rda $c DLC $d OCLCF $d OCLCO $d YDX $d IWA $d SILO 042 $a pcc 050 00 $a QA76.9 B45 O9 2024 100 1 $a Ou, Gaoyan, $e author. 245 10 $a Introduction to data science / $c authored by Gaoyan Ou, Beijing Institute of Big Data Research, China, Zhanxing Zhu, Peking University, China, Bin Dong, Peking University, China, Weinan E., Beijing Institute of Big Data Research, China ; translated by Binyang Li, Shumin Shi. 264 1 $a Hackensack, NJ : $b World Scientific Publishing Co. Pte. Ltd. ; $c [2024] 300 $a xvi, 428 pages : $b illustrations ; $c 24 cm 520 $a "The book systematically introduces the basic contents of data science, including data preprocessing and basic methods of data analysis, handling special problems (e.g. text analysis), deep learning, and distributed systems. In addition to systematically introducing the basic content of data science from a theoretical point of view, the book also provides a large number of data analysis practice cases"-- $c Back cover. 504 $a Includes bibliographical references (pages 411-428). 505 0 $a Introduction -- Data preprocessing -- Regression model -- Classification models -- Ensemble method -- Clustering model -- Association rule mining -- Dimensionality reduction -- Feature selection -- EM algorithm -- Probabilistic graphical model -- Text analysis -- Graph and network analysis -- Deep learning -- Distributed computing. 650 0 $a Big data. 650 0 $a Electronic data processing. 650 0 $a Multivariate analysis. 650 0 $a Data mining. 650 0 $a Algorithms. 700 1 $a Zhu, Zhanxing, $e author. 700 1 $a Dong, Bin $c (Professor), $e author. 700 1 $a E, Weinan, $d 1963- $e author. 700 1 $a Li, Binyang $c (Translator), $e translator. 700 1 $a Shi, Shumin $c (Translator), $e translator. 941 $a 1 952 $l USUX851 $d 20240717023003.0 956 $a http://locator.silo.lib.ia.us/search.cgi?index_0=id&term_0=43689618440211EF98CC15ED37ECA4DB 994 $a C0 $b IWAInitiate Another SILO Locator Search