TY - GEN AU - Drineas, Petros AU - Laan, Mark van der AU - Bühlmann, Peter, AU - Kane, Michael, TI - Handbook of big data T2 - Chapman & Hall/CRC handbooks of modern statistical methods SN - 9781482249071 U1 - 005.75 HA ND PY - 2016/// CY - Boca Raton : PB - CRC Press, Taylor & Francis Group KW - Big data KW - Statistical methods KW - Handbooks, manuals, etc N1 - I. General perspectives on big data -- II. Data-centric, exploratory methods -- III. Efficient algorithms -- IV. Graph approaches -- V. Model fitting and regularization -- VI. Ensemble methods -- VII. Causal inference -- VIII. Targeted learning N2 - "Handbook of Big Data provides a state-of-the-art overview of the analysis of large-scale datasets. Featuring contributions from well-known experts in statistics and computer science, this handbook presents a carefully curated collection of techniques from both industry and academia. Thus, the text instills a working understanding of key statistical and computing ideas that can be readily applied in research and practice" UR - https://uowd.box.com/s/emji2tyypl5bnk41qhxxpqodaug1myvj ER -