Perception-based Data Mining and Decision Making in Economics and Finance

The primary goal of this book is to present to the scientific and management communities a selection of applications using recent Soft Computing (SC) and Computing with Words and Perceptions (CWP) models and techniques meant to solve some economics and financial problems that are of utmost importanc...

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Bibliographic Details
Other Authors: Batyrshin, Ildar (Editor), Sheremetov, Leonid (Editor), Zadeh, Lofti A. (Editor)
Format: eBook
Language:English
Published: Berlin, Heidelberg Springer Berlin Heidelberg 2007, 2007
Edition:1st ed. 2007
Series:Studies in Computational Intelligence
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
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245 0 0 |a Perception-based Data Mining and Decision Making in Economics and Finance  |h Elektronische Ressource  |c edited by Ildar Batyrshin, Leonid Sheremetov, Lofti A. Zadeh 
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300 |a XVI, 367 p  |b online resource 
505 0 |a Data Mining -- Towards Human-Consistent Data-Driven Decision Support Systems via Fuzzy Linguistic Data Summaries -- Moving Approximation Transform and Local Trend Associations in Time Series Data Bases -- Perception Based Patterns in Time Series Data Mining -- Perception-Based Functions in Qualitative Forecasting -- Towards Automated Share Investment System -- Estimating Classification Uncertainty of Bayesian Decision Tree Technique on Financial Data -- Invariant Hierarchical Clustering Schemes -- Decision Making -- Fuzzy Components of Cooperative Markets -- Possibilistic–Probabilistic Models and Methods of Portfolio Optimization -- Toward Graded and Nongraded Variants of Stochastic Dominance -- Option Pricing in the Presence of Uncertainty -- Nonstochastic Model-Based Finance Engineering -- Collective Intelligence in Multiagent Systems: Interbank Payment Systems Application -- Fuzzy Models in Credit Risk Analysis 
653 |a Engineering mathematics 
653 |a Artificial Intelligence 
653 |a Artificial intelligence 
653 |a Engineering / Data processing 
653 |a Mathematical and Computational Engineering Applications 
700 1 |a Sheremetov, Leonid  |e [editor] 
700 1 |a Zadeh, Lofti A.  |e [editor] 
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520 |a The primary goal of this book is to present to the scientific and management communities a selection of applications using recent Soft Computing (SC) and Computing with Words and Perceptions (CWP) models and techniques meant to solve some economics and financial problems that are of utmost importance. The book starts with a coverage of data mining tools and techniques that may be of use and significance for economic and financial analyses and applications. Notably, fuzzy and natural language based approaches and solutions for a more human consistent dealing with decision support, time series analysis, forecasting, clustering, etc. are discussed. The second part deals with various decision making models, particularly under probabilistic and fuzzy uncertainty, and their applications in solving a wide array of problems including portfolio optimization, option pricing, financial engineering, risk analysis etc. The selected examples could also serve as a starting point or as an opening out, in the SC and CWP techniques application to a wider range of problems in economics and finance