TY - BOOK AU - Ou,Gaoyan AU - Li,Binyang AU - Shi,Shumin TI - Introduction to data science SN - 9789811263903 AV - QA76.9.B45 U1 - 005.7 23 PY - 2024/// CY - Singapore PB - World Scientific KW - Big data KW - Electronic data processing KW - Multivariate analysis KW - Data mining KW - Algorithms KW - Electronic books N1 - Includes bibliographical references; Introduction -- Data preprocessing -- Regression model -- Classification model -- 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 N2 - "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"-- UR - https://www.worldscientific.com/worldscibooks/10.1142/13071#t=toc ER -