Intelligent Feature Selection for Machine Learning Using the Dynamic Wavelet Fingerprint - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Intelligent Feature Selection for Machine Learning Using the Dynamic Wavelet Fingerprint write by Mark K. Hinders. This book was released on 2020-07-01. Intelligent Feature Selection for Machine Learning Using the Dynamic Wavelet Fingerprint available in PDF, EPUB and Kindle. This book discusses various applications of machine learning using a new approach, the dynamic wavelet fingerprint technique, to identify features for machine learning and pattern classification in time-domain signals. Whether for medical imaging or structural health monitoring, it develops analysis techniques and measurement technologies for the quantitative characterization of materials, tissues and structures by non-invasive means. Intelligent Feature Selection for Machine Learning using the Dynamic Wavelet Fingerprint begins by providing background information on machine learning and the wavelet fingerprint technique. It then progresses through six technical chapters, applying the methods discussed to particular real-world problems. Theses chapters are presented in such a way that they can be read on their own, depending on the reader’s area of interest, or read together to provide a comprehensive overview of the topic. Given its scope, the book will be of interest to practitioners, engineers and researchers seeking to leverage the latest advances in machine learning in order to develop solutions to practical problems in structural health monitoring, medical imaging, autonomous vehicles, wireless technology, and historical conservation.
Wavelets In Soft Computing (Second Edition)
Wavelets In Soft Computing (Second Edition) - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Wavelets In Soft Computing (Second Edition) write by Marc Thuillard. This book was released on 2022-09-09. Wavelets In Soft Computing (Second Edition) available in PDF, EPUB and Kindle. The comprehensive compendium furnishes a quick and efficient entry point to many multiresolution techniques and facilitates the transition from an idea into a real project. It focuses on methods combining several soft computing techniques (fuzzy logic, neural networks, genetic algorithms) in a multiresolution framework.Illustrated with numerous vivid examples, this useful volume gives the reader the necessary theoretical background to decide which methods suit his/her needs.New materials and applications for multiresolution analysis are added, including notable research topics such as deep learning, graphs, and network analysis.
Recent Advances in Ensembles for Feature Selection
Recent Advances in Ensembles for Feature Selection - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Recent Advances in Ensembles for Feature Selection write by Verónica Bolón-Canedo. This book was released on 2019-05-28. Recent Advances in Ensembles for Feature Selection available in PDF, EPUB and Kindle. This book offers a comprehensive overview of ensemble learning in the field of feature selection (FS), which consists of combining the output of multiple methods to obtain better results than any single method. It reviews various techniques for combining partial results, measuring diversity and evaluating ensemble performance. With the advent of Big Data, feature selection (FS) has become more necessary than ever to achieve dimensionality reduction. With so many methods available, it is difficult to choose the most appropriate one for a given setting, thus making the ensemble paradigm an interesting alternative. The authors first focus on the foundations of ensemble learning and classical approaches, before diving into the specific aspects of ensembles for FS, such as combining partial results, measuring diversity and evaluating ensemble performance. Lastly, the book shows examples of successful applications of ensembles for FS and introduces the new challenges that researchers now face. As such, the book offers a valuable guide for all practitioners, researchers and graduate students in the areas of machine learning and data mining.
The Art of Feature Engineering
The Art of Feature Engineering - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook The Art of Feature Engineering write by Pablo Duboue. This book was released on 2020-06-25. The Art of Feature Engineering available in PDF, EPUB and Kindle. A practical guide for data scientists who want to improve the performance of any machine learning solution with feature engineering.
Malware Detection
Malware Detection - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Malware Detection write by Mihai Christodorescu. This book was released on 2007-03-06. Malware Detection available in PDF, EPUB and Kindle. This book captures the state of the art research in the area of malicious code detection, prevention and mitigation. It contains cutting-edge behavior-based techniques to analyze and detect obfuscated malware. The book analyzes current trends in malware activity online, including botnets and malicious code for profit, and it proposes effective models for detection and prevention of attacks using. Furthermore, the book introduces novel techniques for creating services that protect their own integrity and safety, plus the data they manage.
