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Towards Advanced Data Analysis by Combining Soft Computing and Statistics: 285 (Studies in Fuzziness and Soft Computing, 285) - Softcover
Soft computing, as an engineering science, and statistics, as a classical branch of mathematics, emphasize different aspects of data analysis. Soft computing focuses on obtaining working solutions quickly, accepting approximations and unconventional approaches. Its strength lies in its flexibility to create models that suit the needs arising in applications. In addition, it emphasizes the need for intuitive and interpretable models, which are tolerant to imprecision and uncertainty. Statistics is more rigorous and focuses on establishing objective conclusions based on experimental data by analyzing the possible situations and their (relative) likelihood. It emphasizes the need for mathematical methods and tools to assess solutions and guarantee performance. Combining the two fields enhances the robustness and generalizability of data analysis methods, while preserving the flexibility to solve real-world problems efficiently and intuitively.
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“This excellent volume will serve as an introduction to an important merging of viewpoints. The papers are generally very good and the text is clear and readable. The mathematical rigor is high and nearly all papers include real-world examples or experimental data. ... This book is a valuable resource for those employed in statistical and soft computing, and a useful work for promoting better connections between these two fields.” (Creed Jones, ACM Computing Reviews, December, 2012)
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- PublisherSpringer
- Publication date2014
- ISBN 10 3642443745
- ISBN 13 9783642443749
- BindingPaperback
- Number of pages388
- EditorBorgelt Christian, Gil María Ángeles, Sousa João M.C., Verleysen Michel
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Towards Advanced Data Analysis by Combining Soft Computing and Statistics
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Towards Advanced Data Analysis by Combining Soft Computing and Statistics (Studies in Fuzziness and Soft Computing, 285)
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Book Description Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Soft computing, as an engineering science, and statistics, as a classical branch of mathematics, emphasize different aspects of data analysis.Soft computing focuses on obtaining working solutions quickly, accepting approximations and unconventional approaches. Its strength lies in its flexibility to create models that suit the needs arising in applications. In addition, it emphasizes the need for intuitive and interpretable models, which are tolerant to imprecision and uncertainty.Statistics is more rigorous and focuses on establishing objective conclusions based on experimental data by analyzing the possible situations and their (relative) likelihood. It emphasizes the need for mathematical methods and tools to assess solutions and guarantee performance.Combining the two fields enhances the robustness and generalizability of data analysis methods, while preserving the flexibility to solve real-world problems efficiently and intuitively. 388 pp. Englisch. Seller Inventory # 9783642443749
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Book Description Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - Soft computing, as an engineering science, and statistics, as a classical branch of mathematics, emphasize different aspects of data analysis.Soft computing focuses on obtaining working solutions quickly, accepting approximations and unconventional approaches. Its strength lies in its flexibility to create models that suit the needs arising in applications. In addition, it emphasizes the need for intuitive and interpretable models, which are tolerant to imprecision and uncertainty.Statistics is more rigorous and focuses on establishing objective conclusions based on experimental data by analyzing the possible situations and their (relative) likelihood. It emphasizes the need for mathematical methods and tools to assess solutions and guarantee performance.Combining the two fields enhances the robustness and generalizability of data analysis methods, while preserving the flexibility to solve real-world problems efficiently and intuitively. Seller Inventory # 9783642443749
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Book Description Condition: New. This book blends the adaptability and speed of soft computing with the rigor and precision of statistics to enhance the robustness and generalizability of data analysis, while preserving the flexibility to solve real-world problems intuitively and efficiently. Editor(s): Borgelt, Christian; Angeles Gil, Maria; Sousa, Joao M. C.; Verleysen, Michel. Series: Studies in Fuzziness and Soft Computing. Num Pages: 388 pages, biography. BIC Classification: UGK; UNF; UYAM; UYQ. Category: (P) Professional & Vocational. Dimension: 235 x 155 x 20. Weight in Grams: 593. . 2014. Paperback. . . . . Seller Inventory # V9783642443749
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Towards Advanced Data Analysis by Combining Soft Computing and Statistics
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Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
(2014)
ISBN 10: 3642443745
ISBN 13: 9783642443749
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Softcover
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Book Description Condition: New. This book blends the adaptability and speed of soft computing with the rigor and precision of statistics to enhance the robustness and generalizability of data analysis, while preserving the flexibility to solve real-world problems intuitively and efficiently. Editor(s): Borgelt, Christian; Angeles Gil, Maria; Sousa, Joao M. C.; Verleysen, Michel. Series: Studies in Fuzziness and Soft Computing. Num Pages: 388 pages, biography. BIC Classification: UGK; UNF; UYAM; UYQ. Category: (P) Professional & Vocational. Dimension: 235 x 155 x 20. Weight in Grams: 593. . 2014. Paperback. . . . . Books ship from the US and Ireland. Seller Inventory # V9783642443749
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