Feature Selection for High Dimensional Data is popular PDF and ePub book, written by Verónica Bolón-Canedo in 2015-10-05, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Feature Selection for High Dimensional Data can be Read Online from any device for your convenience.
Feature Selection for High Dimensional Data Book PDF Summary
This book offers a coherent and comprehensive approach to feature subset selection in the scope of classification problems, explaining the foundations, real application problems and the challenges of feature selection for high-dimensional data. The authors first focus on the analysis and synthesis of feature selection algorithms, presenting a comprehensive review of basic concepts and experimental results of the most well-known algorithms. They then address different real scenarios with high-dimensional data, showing the use of feature selection algorithms in different contexts with different requirements and information: microarray data, intrusion detection, tear film lipid layer classification and cost-based features. The book then delves into the scenario of big dimension, paying attention to important problems under high-dimensional spaces, such as scalability, distributed processing and real-time processing, scenarios that open up new and interesting challenges for researchers. The book is useful for practitioners, researchers and graduate students in the areas of machine learning and data mining.
Detail Book of Feature Selection for High Dimensional Data PDF
- Author : Verónica Bolón-Canedo
- Release : 05 October 2015
- Publisher : Springer
- ISBN : 9783319218588
- Genre : Computers
- Total Page : 163 pages
- Language : English
- PDF File Size : 15,5 Mb
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