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Books > Computing & IT > Applications of computing > Artificial intelligence
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Towards Advanced Data Analysis by Combining Soft Computing and Statistics (Paperback, 2013 ed.)
Loot Price: R5,410
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Towards Advanced Data Analysis by Combining Soft Computing and Statistics (Paperback, 2013 ed.)
Series: Studies in Fuzziness and Soft Computing, 285
Expected to ship within 10 - 15 working days
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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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