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Towards Advanced Data Analysis by Combining Soft Computing and Statistics

von Springer Berlin
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€ 171,19
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Springer Berlin Towards Advanced Data Analysis by Combining Soft Computing and Statistics
Springer Berlin - Towards Advanced Data Analysis by Combining Soft Computing and Statistics

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Beschreibung

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.

Weitere Informationen

Anmerkung Illustrationen:
73 SW-Abb.,
Bemerkungen:
The book aims to describe how soft computing and statical methods can be used together to improve data analysis 


Advances research in soft computing and statical methods for data analysis


Written by leading experts in the field
Medientyp:
Buch gebunden
Verlag:
Springer Berlin
Rezension:
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 computing, and a useful work for promoting better connections between these two fields." (Creed Jones, ACM Computing Reviews, December, 2012)
Sprache:
Englisch
Seitenanzahl:
378
Zusammenfassung:

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.


Stammdaten

Produkttyp:
Buch Gebunden
Verpackungsabmessungen:
0.242 x 0.16 x 0.026 m; 0.721 kg
GTIN:
09783642302770
DUIN:
9RBO7V5DFCL
Herstellerartikelnummer:
35466324
€ 171,19
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