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Towards Advanced Data Analysis by Combining Soft Computing and Statistics
. Ed(S): Borgelt, Christian; Angeles Gil, Maria; Sousa, Joao M. C.; Verleysen, Michel
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Description for Towards Advanced Data Analysis by Combining Soft Computing and Statistics
Paperback. 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.
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 ... Read more
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 ... Read more
Product Details
Format
Paperback
Publication date
2014
Publisher
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG Germany
Number of pages
388
Condition
New
Series
Studies in Fuzziness and Soft Computing
Number of Pages
378
Place of Publication
Berlin, Germany
ISBN
9783642443749
SKU
V9783642443749
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15
Reviews for Towards Advanced Data Analysis by Combining Soft Computing and Statistics
From the reviews: “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 ... Read more