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Data Science and Big Data: An Environment of Computational Intelligence, Witold Pedrycz; Shyi-Ming Chen


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Автор: Witold Pedrycz; Shyi-Ming Chen
Название:  Data Science and Big Data: An Environment of Computational Intelligence
ISBN: 9783319534732
Издательство: Springer
Классификация:






ISBN-10: 3319534734
Обложка/Формат: Hardcover
Страницы: 303
Вес: 0.61 кг.
Дата издания: 29.03.2017
Серия: Studies in Big Data
Язык: English
Размер: 166 x 246 x 23
Основная тема: Engineering
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: Part I. Fundamentals.- Large-Scale Clustering Algorithms.- On High Dimensional Search Space and Learning Methods.-Enhanced Over_Sampling Techniques for Imbalanced Big Data Set Classification.- Online Anomaly Detection in Big Data: The First Line of Defense Against Intruders.- Developing Modified Classifier for Big Data Paradigm: An Approach through Bio-Inspired Soft Computing.- Unified Framework for Control of Machine Learning Tasks Towards Effective and Efficient Processing of Big Data.- An Efficient Approach for Mining High Utility Itemsets over Data Streams.- Event Detection in Location-Based Social Networks.- Part II. Applications.- Using Computational Intelligence for the Safety Assessment of Oil and Gas Pipelines: A Survey.- Big Data for Effective Management of Smart Grids.- Distributed Machine Learning on Smart-Gateway Network Towards Real-Time Indoor Data Analytics.- Predicting Spatiotemporal Impacts of Weather on Power Systems using Big Data Science.- Index.



Militarized Conflict Modeling Using Computational Intelligence

Автор: Tshilidzi Marwala; Monica Lagazio
Название: Militarized Conflict Modeling Using Computational Intelligence
ISBN: 1447127013 ISBN-13(EAN): 9781447127017
Издательство: Springer
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Цена: 18167.00 р.
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Описание: This volume offers a scientific approach to manage inter-country conflict. Readers will find that through simultaneous control of four specific aspects (democracy, dependency, allies and capacity), predicted dispute outcomes can be avoided.

Computational Intelligence for Big Data Analysis

Автор: D.P. Acharjya; Satchidananda Dehuri; Sugata Sanyal
Название: Computational Intelligence for Big Data Analysis
ISBN: 3319362003 ISBN-13(EAN): 9783319362007
Издательство: Springer
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Цена: 14365.00 р.
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Описание: The work presented in this book is a combination of theoretical advancements of big data analysis, cloud computing, and their potential applications in scientific computing. The book discusses major issues pertaining to big data analysis using computational intelligence techniques and some issues of cloud computing.

Next Generation Data Technologies for Collective Computational Intelligence

Автор: Nik Bessis; Fatos Xhafa
Название: Next Generation Data Technologies for Collective Computational Intelligence
ISBN: 3642267343 ISBN-13(EAN): 9783642267345
Издательство: Springer
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Цена: 41787.00 р.
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Описание: Blending theory with practice, this book brings together a variety of next-generation data technologies used to capture, integrate, analyze, mine, annotate and visualize distributed data in a manner that is meaningful and collaborative for the organization.

Computational Intelligence in Data Mining—Volume 1

Автор: Himansu Sekhar Behera; Durga Prasad Mohapatra
Название: Computational Intelligence in Data Mining—Volume 1
ISBN: 8132227328 ISBN-13(EAN): 9788132227328
Издательство: Springer
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Цена: 26122.00 р.
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Описание: The book is a collection of high-quality peer-reviewed research papers presented in the Second International Conference on Computational Intelligence in Data Mining (ICCIDM 2015) held at Bhubaneswar, Odisha, India during 5 - 6 December 2015.

Information Granularity, Big Data, and Computational Intelligence

Автор: Witold Pedrycz; Shyi-Ming Chen
Название: Information Granularity, Big Data, and Computational Intelligence
ISBN: 3319082531 ISBN-13(EAN): 9783319082530
Издательство: Springer
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Цена: 20896.00 р.
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Описание: Nearest Neighbor Queries on Big Data.- Information Mining for Big Information.- Information Granules Problem: An Efficient Solution of Real-Time Fuzzy Regression Analysis.- How to Understand Connections Based on Big Data: From Cliques to Flexible Granules.- Maintain 'Omics: When e-Maintenance Enters the Big Data Era.- Incrementally Mining Frequent Patterns for Large Database.- Improved Latent Semantic Indexing-based Data Mining Methods and An Application to Big.- The Property of Different Granule and Granular Methods Based on Quotient Space.- Towards An Optimal Task-Driven Information Granulation.- Unified Framework for Construction of Rule Based Classification Systems.- Multi-granular Evaluation Model through Fuzzy Random Regression to Improve Information.- Building Fuzzy Robust Regression Model Based on Granularity and Possibility Distribution.- The Role of Cloud Computing Architectures in Big Data.- Big Data Storage Techniques for Spatial Databases: Implications of Big Data Architecture on Spatial Query Processing.- The Web KnowARR Framework: Orchestrating Computational Intelligence with Graph Databases.- Customer Relationship Management and Big Data Mining.- Performance Competition for ISCIFCM and Application of Computational Intelligence on Analysis of Air Quality Monitoring Big Data.-PEI Models under Uncontrolled Circumstances.- Rough Set Model based Knowledge Acquisition of Market Movements from Economic Data.- Deep Neural Network Modeling for Big Data Weather Forecast.- Current Knowledge and Future Challenge for Visibility Forecasting by Computational Intelligence.- Application of Computational Intelligence on Analysis of Air Quality Monitoring Big Data.

Computational Intelligence for Big Data Analysis

Автор: D.P. Acharjya; Satchidananda Dehuri; Sugata Sanyal
Название: Computational Intelligence for Big Data Analysis
ISBN: 3319165976 ISBN-13(EAN): 9783319165974
Издательство: Springer
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Цена: 18284.00 р.
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Описание: The work presented in this book is a combination of theoretical advancements of big data analysis, cloud computing, and their potential applications in scientific computing. The book discusses major issues pertaining to big data analysis using computational intelligence techniques and some issues of cloud computing.

Information Granularity, Big Data, and Computational Intelligence

Автор: Witold Pedrycz; Shyi-Ming Chen
Название: Information Granularity, Big Data, and Computational Intelligence
ISBN: 331938161X ISBN-13(EAN): 9783319381619
Издательство: Springer
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Цена: 18284.00 р.
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Описание: Nearest Neighbor Queries on Big Data.- Information Mining for Big Information.- Information Granules Problem: An Efficient Solution of Real-Time Fuzzy Regression Analysis.- How to Understand Connections Based on Big Data: From Cliques to Flexible Granules.- Maintain 'Omics: When e-Maintenance Enters the Big Data Era.- Incrementally Mining Frequent Patterns for Large Database.- Improved Latent Semantic Indexing-based Data Mining Methods and An Application to Big.- The Property of Different Granule and Granular Methods Based on Quotient Space.- Towards An Optimal Task-Driven Information Granulation.- Unified Framework for Construction of Rule Based Classification Systems.- Multi-granular Evaluation Model through Fuzzy Random Regression to Improve Information.- Building Fuzzy Robust Regression Model Based on Granularity and Possibility Distribution.- The Role of Cloud Computing Architectures in Big Data.- Big Data Storage Techniques for Spatial Databases: Implications of Big Data Architecture on Spatial Query Processing.- The Web KnowARR Framework: Orchestrating Computational Intelligence with Graph Databases.- Customer Relationship Management and Big Data Mining.- Performance Competition for ISCIFCM and Application of Computational Intelligence on Analysis of Air Quality Monitoring Big Data.-PEI Models under Uncontrolled Circumstances.- Rough Set Model based Knowledge Acquisition of Market Movements from Economic Data.- Deep Neural Network Modeling for Big Data Weather Forecast.- Current Knowledge and Future Challenge for Visibility Forecasting by Computational Intelligence.- Application of Computational Intelligence on Analysis of Air Quality Monitoring Big Data.

Computational Intelligence in Data Mining

Автор: Himansu Sekhar Behera; Durga Prasad Mohapatra
Название: Computational Intelligence in Data Mining
ISBN: 9811038732 ISBN-13(EAN): 9789811038730
Издательство: Springer
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Цена: 41925.00 р.
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Описание: The book presents high quality papers presented at the International Conference on Computational Intelligence in Data Mining (ICCIDM 2016) organized by School of Computer Engineering, Kalinga Institute of Industrial Technology (KIIT), Bhubaneswar, Odisha, India during December 10 - 11, 2016.

Advances in Data Analysis with Computational Intelligence Methods

Автор: Adam E Gaw?da; Janusz Kacprzyk; Leszek Rutkowski;
Название: Advances in Data Analysis with Computational Intelligence Methods
ISBN: 3319679457 ISBN-13(EAN): 9783319679457
Издательство: Springer
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Цена: 20962.00 р.
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Описание:

This book is a tribute to Professor Jacek Żurada, who is best known for his contributions to computational intelligence and knowledge-based neurocomputing. It is dedicated to Professor Jacek Żurada, Full Professor at the Computational Intelligence Laboratory, Department of Electrical and Computer Engineering, J.B. Speed School of Engineering, University of Louisville, Kentucky, USA, as a token of appreciation for his scientific and scholarly achievements, and for his longstanding service to many communities, notably the computational intelligence community, in particular neural networks, machine learning, data analyses and data mining, but also the fuzzy logic and evolutionary computation communities, to name but a few.

At the same time, the book recognizes and honors Professor Żurada's dedication and service to many scientific, scholarly and professional societies, especially the IEEE (Institute of Electrical and Electronics Engineers), the world's largest professional technical professional organization dedicated to advancing science and technology in a broad spectrum of areas and fields.

The volume is divided into five major parts, the first of which addresses theoretic, algorithmic and implementation problems related to the intelligent use of data in the sense of how to derive practically useful information and knowledge from data. In turn, Part 2 is devoted to various aspects of neural networks and connectionist systems. Part 3 deals with essential tools and techniques for intelligent technologies in systems modeling and Part 4 focuses on intelligent technologies in decision-making, optimization and control, while Part 5 explores the applications of intelligent technologies.


Proceedings of International Conference on Computational Intelligence and Data Engineering

Автор: Nabendu Chaki; Agostino Cortesi; Nagaraju Devarako
Название: Proceedings of International Conference on Computational Intelligence and Data Engineering
ISBN: 9811063184 ISBN-13(EAN): 9789811063183
Издательство: Springer
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Цена: 32004.00 р.
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Описание: Preface.- List of Reviewers.- Program Committee.- About the Editors.- Table of Contents.- 30 Chapters.- Author Index.

Computational Intelligence in Intelligent Data Analysis

Автор: Christian Moewes; Andreas N?rnberger
Название: Computational Intelligence in Intelligent Data Analysis
ISBN: 3642430856 ISBN-13(EAN): 9783642430855
Издательство: Springer
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Цена: 26120.00 р.
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Описание: Complex systems and their phenomena are ubiquitous as they can befound in biology, finance, the humanities, management sciences,medicine, physics and similar fields.For many problems in these fields, there are no conventional ways tomathematically or analytically solve them completely at low cost.

Data Mining with Computational Intelligence

Автор: Lipo Wang; Xiuju Fu
Название: Data Mining with Computational Intelligence
ISBN: 364206387X ISBN-13(EAN): 9783642063879
Издательство: Springer
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Цена: 19564.00 р.
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Описание: MLP Neural Networks for Time-Series Prediction and Classification.- Fuzzy Neural Networks for Bioinformatics.- An Improved RBF Neural Network Classifier.- Attribute Importance Ranking for Data Dimensionality Reduction.- Genetic Algorithms for Class-Dependent Feature Selection.- Rule Extraction from RBF Neural Networks.- A Hybrid Neural Network For Protein Secondary Structure Prediction.- Support Vector Machines for Prediction.- Rule Extraction from Support Vector Machines.


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