Statistical Inference and Machine Learning for Big Data
Author:   Mayer Alvo
Publisher:   Springer International Publishing AG
Edition:   1st ed. 2022
ISBN:  

9783031067860


Pages:   431
Publication Date:   01 December 2023
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Statistical Inference and Machine Learning for Big Data


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Author:   Mayer Alvo
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   1st ed. 2022
Weight:   1.116kg
ISBN:  

9783031067860


ISBN 10:   303106786
Pages:   431
Publication Date:   01 December 2023
Audience:   College/higher education ,  Postgraduate, Research & Scholarly ,  Undergraduate
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

I. Introduction to Big Data.- Examples of Big Data.- II. Statistical Inference for Big Data.- Basic Concepts in Probability.- Basic Concepts in Statistics.- Multivariate Methods.- Nonparametric Statistics.- Exponential Tilting and its Applications.- Counting Data Analysis.- Time Series Methods.- Estimating Equations.- Symbolic Data Analysis.- III Machine Learning for Big Data.- Tools for Machine Learning.- Neural Networks.- IV Computational Methods for Statistical Inference.- Bayesian Computation Methods.

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