Ebook: Soft Methods in Probability, Statistics and Data Analysis
- Tags: Probability and Statistics in Computer Science, Statistics for Business/Economics/Mathematical Finance/Insurance, Artificial Intelligence (incl. Robotics), Probability Theory and Stochastic Processes
- Series: Advances in Intelligent and Soft Computing 16
- Year: 2002
- Publisher: Physica-Verlag Heidelberg
- Edition: 1
- Language: English
- pdf
Classical probability theory and mathematical statistics appear sometimes too rigid for real life problems, especially while dealing with vague data or imprecise requirements. These problems have motivated many researchers to "soften" the classical theory. Some "softening" approaches utilize concepts and techniques developed in theories such as fuzzy sets theory, rough sets, possibility theory, theory of belief functions and imprecise probabilities, etc. Since interesting mathematical models and methods have been proposed in the frameworks of various theories, this text brings together experts representing different approaches used in soft probability, statistics and data analysis.
Classical probability theory and mathematical statistics appear sometimes too rigid for real life problems, especially while dealing with vague data or imprecise requirements. These problems have motivated many researchers to "soften" the classical theory. Some "softening" approaches utilize concepts and techniques developed in theories such as fuzzy sets theory, rough sets, possibility theory, theory of belief functions and imprecise probabilities, etc. Since interesting mathematical models and methods have been proposed in the frameworks of various theories, this text brings together experts representing different approaches used in soft probability, statistics and data analysis.
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