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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 (Hardcover, 2013 ed.)
Loot Price: R4,633
Discovery Miles 46 330
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Towards Advanced Data Analysis by Combining Soft Computing and Statistics (Hardcover, 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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