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Swarm Intelligence Methods for Statistical Regression - Soumya Mohanty

Swarm Intelligence Methods for Statistical Regression

By: Soumya Mohanty

eText | 14 December 2018 | Edition Number 1

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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
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Non-FictionEconomicsEconometricsEconomic StatisticsComputing & I.T.Digital Lifestyle & Online World: Consumer & User GuidesComputer Games & Online Games Strategy GuidesDatabasesData MiningComputer ScienceEngineering & TechnologyEnvironmental Science
Electronics & Communications EngineeringElectronics EngineeringAutomatic Control EngineeringMathematicsProbability & Statistics

Other Editions and Formats

Hardcover

Published: 11th December 2018

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