Recent Advances In Ensembles For Feature Selection

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Recent Advances in Ensembles for Feature Selection

Author : Verónica Bolón-Canedo
Publisher : Springer
ISBN 13 : 3319900803
Total Pages : 212 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Recent Advances in Ensembles for Feature Selection by : Verónica Bolón-Canedo

Download or read book Recent Advances in Ensembles for Feature Selection written by Verónica Bolón-Canedo and published by Springer. This book was released on 2018-04-30 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Computational Methods of Feature Selection

Author : Huan Liu
Publisher : CRC Press
ISBN 13 : 1584888792
Total Pages : 437 pages
Book Rating : 4.5/5 (848 download)

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Book Synopsis Computational Methods of Feature Selection by : Huan Liu

Download or read book Computational Methods of Feature Selection written by Huan Liu and published by CRC Press. This book was released on 2007-10-29 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: Due to increasing demands for dimensionality reduction, research on feature selection has deeply and widely expanded into many fields, including computational statistics, pattern recognition, machine learning, data mining, and knowledge discovery. Highlighting current research issues, Computational Methods of Feature Selection introduces the

Advances in Feature Selection for Data and Pattern Recognition

Author : Urszula Stańczyk
Publisher : Springer
ISBN 13 : 3319675885
Total Pages : 334 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Advances in Feature Selection for Data and Pattern Recognition by : Urszula Stańczyk

Download or read book Advances in Feature Selection for Data and Pattern Recognition written by Urszula Stańczyk and published by Springer. This book was released on 2017-11-16 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent developments and research trends in the field of feature selection for data and pattern recognition, highlighting a number of latest advances. The field of feature selection is evolving constantly, providing numerous new algorithms, new solutions, and new applications. Some of the advances presented focus on theoretical approaches, introducing novel propositions highlighting and discussing properties of objects, and analysing the intricacies of processes and bounds on computational complexity, while others are dedicated to the specific requirements of application domains or the particularities of tasks waiting to be solved or improved. Divided into four parts – nature and representation of data; ranking and exploration of features; image, shape, motion, and audio detection and recognition; decision support systems, it is of great interest to a large section of researchers including students, professors and practitioners.

Information Management and Big Data

Author : Juan Antonio Lossio-Ventura
Publisher : Springer Nature
ISBN 13 : 3030762289
Total Pages : 563 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Information Management and Big Data by : Juan Antonio Lossio-Ventura

Download or read book Information Management and Big Data written by Juan Antonio Lossio-Ventura and published by Springer Nature. This book was released on 2021-05-11 with total page 563 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 7th International Conference on Information Management and Big Data, SIMBig 2020, held in Lima, Peru, in October 2020.* The 32 revised full papers and 7 revised short papers presented were carefully reviewed and selected from 122 submissions. The papers address topics such as natural language processing and text mining; machine learning; image processing; social networks; data-driven software engineering; graph mining; and Semantic Web, repositories, and visualization. *The conference was held virtually.

Advances in Web Intelligence and Data Mining

Author : Mark Last
Publisher : Springer
ISBN 13 : 3540338802
Total Pages : 350 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Advances in Web Intelligence and Data Mining by : Mark Last

Download or read book Advances in Web Intelligence and Data Mining written by Mark Last and published by Springer. This book was released on 2006-08-11 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents state-of-the-art developments in the area of computationally intelligent methods applied to various aspects and ways of Web exploration and Web mining. Some novel data mining algorithms that can lead to more effective and intelligent Web-based systems are also described. Scientists, engineers, and research students can expect to find many inspiring ideas in this volume.

Computational Intelligence for Business Analytics

Author : Witold Pedrycz
Publisher : Springer Nature
ISBN 13 : 3030738191
Total Pages : 417 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Computational Intelligence for Business Analytics by : Witold Pedrycz

Download or read book Computational Intelligence for Business Analytics written by Witold Pedrycz and published by Springer Nature. This book was released on 2021-10-26 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: Corporate success has been changed by the importance of new developments in Business Analytics (BA) and furthermore by the support of computational intelligence- based techniques. This book opens a new avenues in these subjects, identifies key developments and opportunities. The book will be of interest for students, researchers and professionals to identify innovative ways delivered by Business Analytics based on computational intelligence solutions. They help elicit information, handle knowledge and support decision-making for more informed and reliable decisions even under high uncertainty environments.Computational Intelligence for Business Analytics has collected the latest technological innovations in the field of BA to improve business models related to Group Decision-Making, Forecasting, Risk Management, Knowledge Discovery, Data Breach Detection, Social Well-Being, among other key topics related to this field.

Pattern Recognition Technologies and Applications: Recent Advances

Author : Verma, Brijesh
Publisher : IGI Global
ISBN 13 : 1599048094
Total Pages : 454 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Pattern Recognition Technologies and Applications: Recent Advances by : Verma, Brijesh

Download or read book Pattern Recognition Technologies and Applications: Recent Advances written by Verma, Brijesh and published by IGI Global. This book was released on 2008-06-30 with total page 454 pages. Available in PDF, EPUB and Kindle. Book excerpt: The nature of handwriting in our society has significantly altered over the ages due to the introduction of new technologies such as computers and the World Wide Web. With increases in the amount of signature verification needs, state of the art internet and paper-based automated recognition methods are necessary. Pattern Recognition Technologies and Applications: Recent Advances provides cutting-edge pattern recognition techniques and applications. Written by world-renowned experts in their field, this easy to understand book is a must have for those seeking explanation in topics such as on- and offline handwriting and speech recognition, signature verification, and gender classification.

Advances in Data Mining: Applications and Theoretical Aspects

Author : Petra Perner
Publisher : Springer Science & Business Media
ISBN 13 : 3642143997
Total Pages : 667 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Advances in Data Mining: Applications and Theoretical Aspects by : Petra Perner

Download or read book Advances in Data Mining: Applications and Theoretical Aspects written by Petra Perner and published by Springer Science & Business Media. This book was released on 2010-07-05 with total page 667 pages. Available in PDF, EPUB and Kindle. Book excerpt: These are the proceedings of the tenth event of the Industrial Conference on Data Mining ICDM held in Berlin (www.data-mining-forum.de). For this edition the Program Committee received 175 submissions. After the pe- review process, we accepted 49 high-quality papers for oral presentation that are included in this book. The topics range from theoretical aspects of data mining to app- cations of data mining such as on multimedia data, in marketing, finance and telec- munication, in medicine and agriculture, and in process control, industry and society. Extended versions of selected papers will appear in the international journal Trans- tions on Machine Learning and Data Mining (www.ibai-publishing.org/journal/mldm). Ten papers were selected for poster presentations and are published in the ICDM Poster Proceeding Volume by ibai-publishing (www.ibai-publishing.org). In conjunction with ICDM four workshops were held on special hot applicati- oriented topics in data mining: Data Mining in Marketing DMM, Data Mining in LifeScience DMLS, the Workshop on Case-Based Reasoning for Multimedia Data CBR-MD, and the Workshop on Data Mining in Agriculture DMA. The Workshop on Data Mining in Agriculture ran for the first time this year. All workshop papers will be published in the workshop proceedings by ibai-publishing (www.ibai-publishing.org). Selected papers of CBR-MD will be published in a special issue of the international journal Transactions on Case-Based Reasoning (www.ibai-publishing.org/journal/cbr).

Proceeding of the 24th International Conference on Industrial Engineering and Engineering Management 2018

Author : George Q. Huang
Publisher : Springer
ISBN 13 : 9811334021
Total Pages : 725 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Proceeding of the 24th International Conference on Industrial Engineering and Engineering Management 2018 by : George Q. Huang

Download or read book Proceeding of the 24th International Conference on Industrial Engineering and Engineering Management 2018 written by George Q. Huang and published by Springer. This book was released on 2019-01-12 with total page 725 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book records the new research findings and development in the field of industrial engineering, and it will serve as the guidebook for the potential development in industrial engineering and smart manufacturing. It gathers the accepted papers from the 24th International conference on Industrial Engineering and Engineering Management held at Central South University of Forestry and Technology in Changsha during May 19-20, 2018. The aim of this conference was to provide a high-level international forum for experts, scholars and entrepreneurs at home and abroad to present the recent advances, new techniques and application, to promote discussion and interaction among academics, researchers and professionals to promote the developments and applications of the related theories and technologies in universities and enterprises, and to establish business or research relations to find global partners for future collaboration in the field of Industrial Engineering. It addresses diverse themes in smart manufacturing, artificial intelligence, ergonomics, simulation and modeling, quality and reliability, logistics engineering, data mining and other related fields. This timely book summarizes and promotes the latest achievements in the field of industrial engineering and related fields over the past year, proposing prospects and vision for the further development.

Ensemble Methods

Author : Zhi-Hua Zhou
Publisher : CRC Press
ISBN 13 : 1439830037
Total Pages : 238 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Ensemble Methods by : Zhi-Hua Zhou

Download or read book Ensemble Methods written by Zhi-Hua Zhou and published by CRC Press. This book was released on 2012-06-06 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: An up-to-date, self-contained introduction to a state-of-the-art machine learning approach, Ensemble Methods: Foundations and Algorithms shows how these accurate methods are used in real-world tasks. It gives you the necessary groundwork to carry out further research in this evolving field. After presenting background and terminology, the book covers the main algorithms and theories, including Boosting, Bagging, Random Forest, averaging and voting schemes, the Stacking method, mixture of experts, and diversity measures. It also discusses multiclass extension, noise tolerance, error-ambiguity and bias-variance decompositions, and recent progress in information theoretic diversity. Moving on to more advanced topics, the author explains how to achieve better performance through ensemble pruning and how to generate better clustering results by combining multiple clusterings. In addition, he describes developments of ensemble methods in semi-supervised learning, active learning, cost-sensitive learning, class-imbalance learning, and comprehensibility enhancement.

Recent Advances in AI-enabled Automated Medical Diagnosis

Author : Richard Jiang
Publisher : CRC Press
ISBN 13 : 1000781208
Total Pages : 371 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Recent Advances in AI-enabled Automated Medical Diagnosis by : Richard Jiang

Download or read book Recent Advances in AI-enabled Automated Medical Diagnosis written by Richard Jiang and published by CRC Press. This book was released on 2022-10-20 with total page 371 pages. Available in PDF, EPUB and Kindle. Book excerpt: Developments in deep learning in the past decade have led to phenomenal growth in AI-based automated medical diagnosis, opening a door to a new era of both medical research and medical industry. It is a golden age for researchers involved in the development and application of advanced machine learning techniques for medical and clinical problems. This book captures the most recent important advances in this cross-disciplinary topic and brings the latest advances to a wide audience including experts, researchers, students, industry developers and medical services.

Advances in Selected Artificial Intelligence Areas

Author : Maria Virvou
Publisher : Springer Nature
ISBN 13 : 3030930521
Total Pages : 363 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Advances in Selected Artificial Intelligence Areas by : Maria Virvou

Download or read book Advances in Selected Artificial Intelligence Areas written by Maria Virvou and published by Springer Nature. This book was released on 2022-02-27 with total page 363 pages. Available in PDF, EPUB and Kindle. Book excerpt: As new technological challenges are perpetually arising, Artificial Intelligence research interests are focusing on the incorporation of improvement abilities into machines in an effort to make them more efficient and more useful. Recent reports indicate that the demand for scientists with Artificial Intelligence skills significantly exceeds the market availability and that this shortage will intensify further in the years to come. A potential solution includes attracting more women into the field, as women currently make up only 26 percent of Artificial Intelligence positions in the workforce. The present book serves a dual purpose: On one hand, it sheds light on the very significant research led by women in areas of Artificial Intelligence, in hopes of inspiring other women to follow studies in the area and get involved in related research. On the other hand, it highlights the state-of-the-art and current research in selected Artificial Intelligence areas and applications. The book consists of an editorial note and an additional thirteen (13) chapters, all authored by invited women-researchers who work on various Artificial Intelligence areas and stand out for their significant research contributions. In more detail, the chapters in the book are organized into three parts, namely (i) Advances in Artificial Intelligence Paradigms, (ii) Advances in Artificial Intelligence Applications, and (iii) Recent Trends in Artificial Intelligence Areas and Applications. This research book is directed towards professors, researchers, scientists, engineers and students in Artificial Intelligence-related disciplines. It is also directed towards readers who come from other disciplines and are interested in becoming versed in some of the most recent Artificial Intelligence-based technologies. An extensive list of bibliographic references at the end of each chapter guides the readers to probe further into the Artificial Intelligence areas of interest to them.

Systemic Approaches in Bioinformatics and Computational Systems Biology: Recent Advances

Author : Lecca, Paola
Publisher : IGI Global
ISBN 13 : 1613504365
Total Pages : 335 pages
Book Rating : 4.6/5 (135 download)

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Book Synopsis Systemic Approaches in Bioinformatics and Computational Systems Biology: Recent Advances by : Lecca, Paola

Download or read book Systemic Approaches in Bioinformatics and Computational Systems Biology: Recent Advances written by Lecca, Paola and published by IGI Global. This book was released on 2011-12-31 with total page 335 pages. Available in PDF, EPUB and Kindle. Book excerpt: The convergence of biology and computer science was initially motivated by the need to organize and process a growing number of biological observations resulting from rapid advances in experimental techniques. Today, however, close collaboration between biologists, biochemists, medical researchers, and computer scientists has also generated remarkable benefits for the field of computer science. Systemic Approaches in Bioinformatics and Computational Systems Biology: Recent Advances presents new techniques that have resulted from the application of computer science methods to the organization and interpretation of biological data. The book covers three subject areas: bioinformatics, computational biology, and computational systems biology. It focuses on recent, systemic approaches in computer science and mathematics that have been used to model, simulate, and more generally, experiment with biological phenomena at any scale.

Advances in Intelligent Data Analysis

Author : Frank Hoffmann
Publisher : Springer
ISBN 13 : 3540448160
Total Pages : 395 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Advances in Intelligent Data Analysis by : Frank Hoffmann

Download or read book Advances in Intelligent Data Analysis written by Frank Hoffmann and published by Springer. This book was released on 2003-06-30 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th International Conference on Intelligent Data Analysis, IDA 2001, held in Cascais, Portugal, in September 2001.The 37 revised full papers presented were carefully reviewed and selected from a total of almost 150 submissions. All current aspects of this interdisciplinary field are addressed; the areas covered include statistics, artificial intelligence, neural networks, machine learning, data mining, and interactive dynamic data visualization.

Advances in Databases and Information Systems

Author : Albertas Caplinskas
Publisher : Springer
ISBN 13 : 3540448039
Total Pages : 395 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Advances in Databases and Information Systems by : Albertas Caplinskas

Download or read book Advances in Databases and Information Systems written by Albertas Caplinskas and published by Springer. This book was released on 2003-06-30 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 5th East European Conference on Advances in Databases and Information Systems, ADBIS 2001, held in Vilnius, Lithuania, in September 2001. The 25 revised full papers presented together with one invited paper and two abstracts of invited talks were carefully reviewed and selected from 82 submissions. The papers are organized in topical sections on query optimization, multimedia and multilingual information systems, spatiotemporal aspects of databases, data mining, transaction processing, conceptual modeling and information systems specification, active databases, query methods, XML, and information systems design.

Advances on Smart and Soft Computing

Author : Faisal Saeed
Publisher : Springer Nature
ISBN 13 : 981156048X
Total Pages : 657 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Advances on Smart and Soft Computing by : Faisal Saeed

Download or read book Advances on Smart and Soft Computing written by Faisal Saeed and published by Springer Nature. This book was released on 2020-10-19 with total page 657 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers high-quality papers presented at the First International Conference of Advanced Computing and Informatics (ICACIn 2020), held in Casablanca, Morocco, on April 12–13, 2020. It covers a range of topics, including artificial intelligence technologies and applications, big data analytics, smart computing, smart cities, Internet of things (IoT), data communication, cloud computing, machine learning algorithms, data stream management and analytics, deep learning, data mining applications, information retrieval, cloud computing platforms, parallel processing, natural language processing, predictive analytics, knowledge management approaches, information security, security in IoT, big data and cloud computing, high-performance computing and computational informatics.

Recent Advances in Computing Sciences

Author : Sophiya Sheikh
Publisher : CRC Press
ISBN 13 : 1003849695
Total Pages : 345 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Recent Advances in Computing Sciences by : Sophiya Sheikh

Download or read book Recent Advances in Computing Sciences written by Sophiya Sheikh and published by CRC Press. This book was released on 2023-12-21 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 1st International Conference on Recent Advances in Computing Sciences (RACS-2022) organized by the School of Computer Application, Lovely Professional University, Jalandhar, Punjab from 4th to 5th November, 2022. The conference focuses on discussing issues, exchanging ideas, and the most recent innovations towards the advancement of research in the field of Computing Sciences and Technology. All technical sessions were predominantly related to Data Science, Artificial Intelligence, Remote Sensing, Image Processing, Computer Vision, Data Forensics, Cyber Security, Computational Sciences, Simulation & Modelling, Business Analytics, and Machine Learning. The main objective of this conference is to provide a common platform for academia and industry to discuss various technological challenges and share cognitive thoughts. It provided a thought-provoking platform to discuss and disseminate novel solutions for real-world problems in a dynamic and changing technological environment. The main success of RACS-2022 is to give an opportunity for the participants to enhance their knowledge of recent computing technologies.