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Towards Advanced Data Analysis by Combining Soft Computing and Statistics (Hardcover, 2013 ed.): Christian Borgelt, Maria... Towards Advanced Data Analysis by Combining Soft Computing and Statistics (Hardcover, 2013 ed.)
Christian Borgelt, Maria Angeles Gil, Joao M. C. Sousa, Michel Verleysen
R4,064 Discovery Miles 40 640 Ships in 18 - 22 working days

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.

Towards Advanced Data Analysis by Combining Soft Computing and Statistics (Paperback, 2013 ed.): Christian Borgelt, Maria... Towards Advanced Data Analysis by Combining Soft Computing and Statistics (Paperback, 2013 ed.)
Christian Borgelt, Maria Angeles Gil, Joao M. C. Sousa, Michel Verleysen
R4,989 Discovery Miles 49 890 Ships in 18 - 22 working days

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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