Statistical Inference and Machine Learning for Big Data

Statistical Inference and Machine Learning for Big Data

Alvo, Mayer

Springer International Publishing AG

12/2022

431

Dura

Inglês

9783031067839

15 a 20 dias

1357

Descrição não disponível.
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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big data;machine learning;neural networks;multivariate;nonparametric;symbolic data