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Hypothesis Generation and Interpretation: Design Principles and Patterns for Big Data Applications (Studies in Big Data #139) book cover by Hiroshi Ishikawa
Paperback

Hypothesis Generation and Interpretation: Design Principles and Patterns for Big Data Applications (Studies in Big Data #139)

by Hiroshi Ishikawa

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Total $4,399.75

Paperback · 372 pages Springer International Publishing · 2025

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About the book

Hypothesis Generation and Interpretation

This book focuses in detail on data science and data analysis and emphasizes the importance of data engineering and data management in the design of big data applications. The author uses patterns discovered in a collection of big data applications to provide design principles for hypothesis generation, integrating big data processing and management, machine learning and data mining techniques.

The book proposes and explains innovative principles for interpreting hypotheses by integrating micro-explanations (those based on the explanation of analytical models and individual decisions within them) with macro-explanations (those based on applied processes and model generation). Practical case studies are used to demonstrate how hypothesis-generation and -interpretation technologies work. These are based on “social infrastructure” applications like in-bound tourism, disaster management, lunar and planetary exploration, and treatment of infectious diseases.

The novel methods and technologies proposed in Hypothesis Generation and Interpretation are supported by the incorporation of historical perspectives on science and an emphasis on the origin and development of the ideas behind their design principles and patterns.

Academic investigators and practitioners working on the further development and application of hypothesis generation and interpretation in big data computing, with backgrounds in data science and engineering, or the study of problem solving and scientific methods or who employ those ideas in fields like machine learning will find this book of considerable interest.



Details

Publisher
Springer International Publishing
Author
Hiroshi Ishikawa
Format
Paperback
Published
Feb 2, 2025
ISBN-13
9783031435423
Pages
372
Printing
Printed on demand
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