Swarm Intelligence Methods for Statistical Regression is popular PDF and ePub book, written by Soumya Mohanty in 2018-12-14, it is a fantastic choice for those who relish reading online the Business & Economics genre. Let's immerse ourselves in this engaging Business & Economics book by exploring the summary and details provided below. Remember, Swarm Intelligence Methods for Statistical Regression can be Read Online from any device for your convenience.
Swarm Intelligence Methods for Statistical Regression Book PDF Summary
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
Detail Book of Swarm Intelligence Methods for Statistical Regression PDF
- Author : Soumya Mohanty
- Release : 14 December 2018
- Publisher : CRC Press
- ISBN : 9781351365024
- Genre : Business & Economics
- Total Page : 80 pages
- Language : English
- PDF File Size : 11,6 Mb
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