Handbook of big data / Edited by Peter Bühlmann, Petros Drineas, Michael Kane, Mark van der Laan - Boca Raton : CRC Press, Taylor & Francis Group, c2016. - xvi, 464 p. : ill. ; 26 cm. - Chapman & Hall/CRC handbooks of modern statistical methods . - Chapman & Hall/CRC handbooks of modern statistical methods .

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.

"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"

9781482249071


Big data --Statistical methods--Handbooks, manuals, etc.

005.75 HA ND