Swarm Intelligence Methods for Statistical Regression

Name: Swarm Intelligence Methods for Statistical Regression
Brand: Taylor & Francis Ltd
SKU: 9780367670375
Price: 4500 KES
Availability: OutOfStock
ISBN: 9780367670375

by Soumya Mohanty

Book Details

Format Paperback / softback

ISBN-10 0367670372

ISBN-13 9780367670375

Publisher Taylor & Francis Ltd

Imprint Chapman & Hall/CRC

Country of Manufacture GB

Country of Publication GB

Publication Date Sep 30th, 2020

Print length 136 Pages

Weight 184 grams

Dimensions 13.90 x 21.40 x 1.30 cms

Product Classification: Probability & statistics Probability and statistics Automatic control engineering Databases Databases / Data management

KSh 4,500.00

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Swarm Intelligence Methods for Statistical Regression describes methods from the field of computational swarm intelligence (SI), and how they can be used to overcome the optimization bottleneck encountered in statistical analysis.

A core task in statistical analysis, especially in the era of Big Data, is the fitting of flexible, high-dimensional, and non-linear models to noisy data in order to capture meaningful patterns. This can often result in challenging non-linear and non-convex global optimization problems. The large data volume that must be handled in Big Data applications further increases the difficulty of these problems. Swarm Intelligence Methods for Statistical Regression describes methods from the field of computational swarm intelligence (SI), and how they can be used to overcome the optimization bottleneck encountered in statistical analysis.

Features

Provides a short, self-contained overview of statistical data analysis and key results in stochastic optimization theory

Focuses on methodology and results rather than formal proofs

Reviews SI methods with a deeper focus on Particle Swarm Optimization (PSO)

Uses concrete and realistic data analysis examples to guide the reader

Includes practical tips and tricks for tuning PSO to extract good performance in real world data analysis challenges

Get Swarm Intelligence Methods for Statistical Regression by Soumya Mohanty at the best price and quality guaranteed only at Werezi Africa's largest book ecommerce store. The book was published by Taylor & Francis Ltd and it has 136 pages.