Screen LibraryComputational intelligence in intelligent data analysis /
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. O...
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| Corporate Authors: | |
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| Group Author: | ; |
| Published: |
Springer,
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| Publisher Address: | Berlin ; New York : |
| Publication Dates: | 2013. |
| Literature type: | eBook |
| Language: | English |
| Series: |
Studies in computational intelligence,
445 |
| Subjects: | |
| Online Access: |
http://dx.doi.org/10.1007/978-3-642-32378-2 |
| Summary: |
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. Onthe other hand, nature already solved many optimization problemsefficiently. Computational intelligence attempts to mimicnature-inspired problem-solving strategies and methods.These strategies can be used to study, model and analyze complexsystems such that it becomes feasible to handle them. Key areas ofcomputational intelligence are artificial neural networks,evolutionary computation and fuzzy systems.As only a few researchers in that field, Rudolf Kruse has contributedin many important ways to the understanding, modeling and applicationof computational intelligence methods. On occasion of his 60thbirthday, a collection of original papers of leading researchers inthe field of computational intelligence has been collected in thisvolume. |
| Item Description: | Includes author index. |
| Carrier Form: | 1 online resource. |
| ISBN: |
9783642323782 (electronic bk.) 3642323782 (electronic bk.) |
| Index Number: | Q342 |
| CLC: | TP18 |
| Contents: |
Objective Functions for Fuzzy Clustering / Efficient Learning of Classifiers Based on the 2-Additive Choquet Integral / Can Fuzzy Clustering Avoid Local Minima and Undesired Partitions? / Optimal Control Based on Fuzzy Logic / Kernel Based Defuzzification / The Algorithm Selection Problem on the Continuous Optimization Domain / Neuro-fuzzy Systems: A Short Historical Review / Safe and Interpretable Machine Learning: A Methodological Review / Science Visions, Science Fiction and the Roots of Computational Intelligence / Markov Network Revision: On the Handling of Inconsistencies / Feedback-Driven Design of Normalization Techniques for Biological Images Using Fuzzy Formulation of a Priori Knowledge / Exploring Time Series of Patterns: Guided Drill-Down in Hierarchies Using Change Mining on Frequent Item Sets / Enriching Multivariate Temporal Patterns with Context Information to Support Classification / Comprehensiveness of Linguistic Data Summaries: A Crucial Role of Protoforms / Listening to the Voice of the Customers: An Early Warning System Based on Sentiment / Computational Intelligence to Recognize Animal Vocalization and Diagnose Animal Health Status / Applications of Intelligent Data Analysis for the Discovery of Gene Regulatory Networks / From Spatial Data Mining in Precision Agriculture to Environmental Data Mining / Real-Time Data Mining with In-Memory Database Technology / Computational Intelligence in Air Traffic Management / About Rudolf Kruse and His Research Group on Computational Intelligence / |