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Fuzzy Clustering Via Proportional Membership Model
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Book Synopsis Fuzzy Clustering Via Proportional Membership Model by : Susana Nascimento
Download or read book Fuzzy Clustering Via Proportional Membership Model written by Susana Nascimento and published by IOS Press. This book was released on 2005 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: Development of models with explicit mechanisms for data generation from cluster structures is of major interest in order to provide a theoretical framework for cluster structures found in data. Especially appealing in this regard are the so-called typological structures in which observed entities relate in various degrees to one or several prototypes. Such structures are relevant in many areas such as medicine or marketing, where any entity (patient/consumer) may adhere, with different degrees, to one or several prototypes (clinical scenario/consumer behavior), modelling a typological classification. In fuzzy clustering, the fuzzy c-means (FCM) method has become one of the most popular techniques. As a fuzzy analogue of c-means crisp clustering, FCM models a typological classification, much the same way as c-means. However, FCM does not adhere to the statistical paradigm at which the data are considered generated by a cluster structure, while crisp c-means does. The present work proposes a framework for typological classification based on a fuzzy clustering model of data generation.
Book Synopsis Optimization and Its Applications in Control and Data Sciences by : Boris Goldengorin
Download or read book Optimization and Its Applications in Control and Data Sciences written by Boris Goldengorin and published by Springer. This book was released on 2016-09-29 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on recent research in modern optimization and its implications in control and data analysis. This book is a collection of papers from the conference “Optimization and Its Applications in Control and Data Science” dedicated to Professor Boris T. Polyak, which was held in Moscow, Russia on May 13-15, 2015. This book reflects developments in theory and applications rooted by Professor Polyak’s fundamental contributions to constrained and unconstrained optimization, differentiable and nonsmooth functions, control theory and approximation. Each paper focuses on techniques for solving complex optimization problems in different application areas and recent developments in optimization theory and methods. Open problems in optimization, game theory and control theory are included in this collection which will interest engineers and researchers working with efficient algorithms and software for solving optimization problems in market and data analysis. Theoreticians in operations research, applied mathematics, algorithm design, artificial intelligence, machine learning, and software engineering will find this book useful and graduate students will find the state-of-the-art research valuable.
Book Synopsis Intelligent Data Engineering and Automated Learning – IDEAL 2018 by : Hujun Yin
Download or read book Intelligent Data Engineering and Automated Learning – IDEAL 2018 written by Hujun Yin and published by Springer. This book was released on 2018-11-08 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set LNCS 11314 and 11315 constitutes the thoroughly refereed conference proceedings of the 19th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2018, held in Madrid, Spain, in November 2018. The 125 full papers presented were carefully reviewed and selected from 204 submissions. These papers provided a timely sample of the latest advances in data engineering and automated learning, from methodologies, frameworks and techniques to applications. In addition to various topics such as evolutionary algorithms, deep learning neural networks, probabilistic modelling, particle swarm intelligence, big data analytics, and applications in image recognition, regression, classification, clustering, medical and biological modelling and prediction, text processing and social media analysis.
Book Synopsis Intelligent Data Engineering and Automated Learning – IDEAL 2019 by : Hujun Yin
Download or read book Intelligent Data Engineering and Automated Learning – IDEAL 2019 written by Hujun Yin and published by Springer Nature. This book was released on 2019-11-07 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set of LNCS 11871 and 11872 constitutes the thoroughly refereed conference proceedings of the 20th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2019, held in Manchester, UK, in November 2019. The 94 full papers presented were carefully reviewed and selected from 149 submissions. These papers provided a timely sample of the latest advances in data engineering and machine learning, from methodologies, frameworks, and algorithms to applications. The core themes of IDEAL 2019 include big data challenges, machine learning, data mining, information retrieval and management, bio-/neuro-informatics, bio-inspired models (including neural networks, evolutionary computation and swarm intelligence), agents and hybrid intelligent systems, real-world applications of intelligent techniques and AI.
Book Synopsis Feature Weighting for Clustering by : Renato Cordeiro de Amorim
Download or read book Feature Weighting for Clustering written by Renato Cordeiro de Amorim and published by Renato Cordeiro de Amorim. This book was released on 2012 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: K-Means is arguably the most popular clustering algorithm; this is why it is of great interest to tackle its shortcomings. The drawback in the heart of this project is that this algorithm gives the same level of relevance to all the features in a dataset. This can have disastrous consequences when the features are taken from a database just because they are available. To address the issue of unequal relevance of the features we use a three-stage extension of the generic K-Means in which a third step is added to the usual two steps in a K-Means iteration: feature weighting update. We extend the generic K-Means to what we refer to as Minkowski Weighted K-Means method. We apply the developed approaches to problems in distinguishing between different mental tasks over high-dimensional EEG data.
Book Synopsis Core Data Analysis: Summarization, Correlation, and Visualization by : Boris Mirkin
Download or read book Core Data Analysis: Summarization, Correlation, and Visualization written by Boris Mirkin and published by Springer. This book was released on 2019-04-15 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text examines the goals of data analysis with respect to enhancing knowledge, and identifies data summarization and correlation analysis as the core issues. Data summarization, both quantitative and categorical, is treated within the encoder-decoder paradigm bringing forward a number of mathematically supported insights into the methods and relations between them. Two Chapters describe methods for categorical summarization: partitioning, divisive clustering and separate cluster finding and another explain the methods for quantitative summarization, Principal Component Analysis and PageRank. Features: · An in-depth presentation of K-means partitioning including a corresponding Pythagorean decomposition of the data scatter. · Advice regarding such issues as clustering of categorical and mixed scale data, similarity and network data, interpretation aids, anomalous clusters, the number of clusters, etc. · Thorough attention to data-driven modelling including a number of mathematically stated relations between statistical and geometrical concepts including those between goodness-of-fit criteria for decision trees and data standardization, similarity and consensus clustering, modularity clustering and uniform partitioning. New edition highlights: · Inclusion of ranking issues such as Google PageRank, linear stratification and tied rankings median, consensus clustering, semi-average clustering, one-cluster clustering · Restructured to make the logics more straightforward and sections self-contained Core Data Analysis: Summarization, Correlation and Visualization is aimed at those who are eager to participate in developing the field as well as appealing to novices and practitioners.
Book Synopsis Progress in Artificial Intelligence by : José Maia Neves
Download or read book Progress in Artificial Intelligence written by José Maia Neves and published by Springer. This book was released on 2007-11-17 with total page 708 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 13th Portuguese Conference on Artificial Intelligence, EPIA 2007, held in Guimarães, Portugal, in December 2007 as eleven integrated workshops. The 58 revised full papers presented were carefully reviewed and selected from a total of 210 submissions. In accordance with the eleven constituting workshops, the papers are organized in topical sections on a broad range of subjects.
Book Synopsis SmartParticipation by : Luis Fernando Terán Tamayo
Download or read book SmartParticipation written by Luis Fernando Terán Tamayo and published by Springer. This book was released on 2014-06-11 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book a fuzzy-based recommender system architecture for stimulating political participation and collaboration is proposed. It showcases the "Smart Participation" project, which uses the database of "smart vote", a well-known voting advice application (VAA) for local, cantonal and national elections in Switzerland. Additionally, an evaluation framework for e Participation is presented, which allows to analyze different projects and their development towards the enhancement of citizen's participation and empowerment. The book demonstrates the potential for building political communities and the stimulation of civic participation.
Book Synopsis Constraint Reasoning for Differential Models by : Jorge Cruz
Download or read book Constraint Reasoning for Differential Models written by Jorge Cruz and published by IOS Press. This book was released on 2005 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: Focuses on the integration of ordinary differential equations within the interval constraints framework, which for this purpose is extended with the formalism of Constraint Satisfaction Differential Problems. Such a framework allows the specification of ordinary differential equations by means of constraints.
Book Synopsis Towards the Learning Grid by : P. Ritrovato
Download or read book Towards the Learning Grid written by P. Ritrovato and published by IOS Press. This book was released on 2005-11-03 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is a paradigm shift in Informatics in general and in technologies enhancing human learning in particular. The debate between ‘the evolutionaries’ – those that wish to optimize and refine current approaches – and the ‘revolutionaries’ – those that support a fundamental change of approach – is quite actual. Within the Internet communities, the debate is hidden behind the words ‘semantic WEB’ versus ‘semantic Grid’; within educational technologists between ‘content / resource centered’ and ‘conversation centered’ e-learning, or either between ‘teaching’ and ‘pedagogy’ on the one side, and ‘learning’ and ‘communities of practice’ on the other. In general, in Informatics, the shift from a product-page oriented to a service-conversation oriented view may possibly impact most if not all the foreseen applications, in e-learning, but also in e-science, e-democracy, e-commerce, e-health, etc. Part A of the book is dedicated to position papers: visions about what to do and why to do it in the next years. The remaining parts (B to D) offer partial answers to ‘how’ to do it. Part B concerns what we called content-centered services, i.e.: a vision of learning systems that privileges knowledge and its structures, standards and their interoperability, storage and retrieval services. The subsequent part C is about holistic services to refer to more mature and integrated solutions that address not only content but more generally the creation and management of human Virtual Communities connected on the Grid in order to offer and consume different services facilitating and enhancing human learning. Finally part D is concerned with new directions in learning services.
Book Synopsis Applied Public Key Infrastructure by : J. Zhou
Download or read book Applied Public Key Infrastructure written by J. Zhou and published by IOS Press. This book was released on 2005-08-26 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the past years, Public Key Infrastructure (PKI) technology has evolved and moved from the research laboratories to the mainstream, in which many organizations are now leveraging it as part of their core infrastructure system for providing and building security in their businesses. Understanding the challenges and requirements of PKI related operations through the sharing of case studies are critical to supporting the continued research and development of PKI technologies and related systems and applications to further progress and innovate for enhancing future development and evolution of PKI in the enterprises. This publication includes topics such as: PKI Operation & Case Study; Non-repudiation; Authorization & Access Control, Authentication & Time-Stamping, Certificate Validation & Revocation and Cryptographic Applications.
Book Synopsis New Trends in Software Methodologies, Tools and Techniques by : Hamido Fujita
Download or read book New Trends in Software Methodologies, Tools and Techniques written by Hamido Fujita and published by IOS Press. This book was released on 2005 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents trends and theories in the direction in which we believe software science and engineering may develop to transform the role of software and science in information society. This series contributes to elaborate on such trends and related academic research studies and development.
Download or read book Chaos and Society written by A. Albert and published by IOS Press. This book was released on 1995 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: This publication reflects on the discussion on using chaos theory for the study of society. It explores the interface between chaos theory and the social sciences. A broad variety of fields (including Sociology, Anthropology, Economics, Political Science, Management, Philosophy and Cognitive Sciences) is represented in the book. The leading themes are: Conceptual and Methodological Issues, Social Connectionism and the Connectionist Mind, Social Institutions and Public Policy, and Social Simulations. The book includes the following topics: the relevance of the complexity-chaos paradigm for analyzing social systems, the usefulness of nonlinear dynamics for studying the formation and sustainability of social groups, the comparison between spontaneous social orders and spontaneous biological/natural orders, the building of Artificial Societies, and the contribution of the chaos paradigm to a better understanding and formulation of public policies.
Book Synopsis Software Engineering by : Krzysztof Zieliński
Download or read book Software Engineering written by Krzysztof Zieliński and published by IOS Press. This book was released on 2005 with total page 1316 pages. Available in PDF, EPUB and Kindle. Book excerpt: The capability to design quality software and implement modern information systems is at the core of economic growth in the 21st century. This book aims to review and analyze software engineering technologies, focusing on the evolution of design and implementation platforms as well as on novel computer systems.
Book Synopsis Artificial Intelligence Research and Development by : Beatriz López
Download or read book Artificial Intelligence Research and Development written by Beatriz López and published by IOS Press. This book was released on 2005 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: The field covered by Artificial Intelligence (AI) is multiform and gathers subjects as various as the engineering of knowledge, the automatic treatment of the language, the training and the systems multiagents, and more. This book focuses on subjects including Machine Learning, Reasoning, Neural Networks, Computer Vision, and Multiagent Systems.
Author : Publisher :IOS Press ISBN 13 : Total Pages :7289 pages Book Rating :4./5 ( download)
Download or read book written by and published by IOS Press. This book was released on with total page 7289 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book ECAI 2006 written by G. Brewka and published by IOS Press. This book was released on 2006-08-10 with total page 892 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the summer of 1956, John McCarthy organized the famous Dartmouth Conference which is now commonly viewed as the founding event for the field of Artificial Intelligence. During the last 50 years, AI has seen a tremendous development and is now a well-established scientific discipline all over the world. Also in Europe AI is in excellent shape, as witnessed by the large number of high quality papers in this publication. In comparison with ECAI 2004, there’s a strong increase in the relative number of submissions from Distributed AI / Agents and Cognitive Modelling. Knowledge Representation & Reasoning is traditionally strong in Europe and remains the biggest area of ECAI-06. One reason the figures for Case-Based Reasoning are rather low is that much of the high quality work in this area has found its way into prestigious applications and is thus represented under the heading of PAIS.
