岩波データサイエンス 5

The book "岩波データサイエンス 5" by 岩波データサイエンス刊行委員会 is a comprehensive volume in the "岩波データサイエンス" series, focusing on advanced data science techniques. Here is a detailed overview of the book:

Key Themes

1. Sparse Modeling and Multivariate Data Analysis:

   • The book is centered around sparse modeling, a technique that has gained significant attention across various fields, including genomics, astronomy, and business. It explores the fundamental principles and applications of sparse modeling in real-world complex data[1][2][4].

2. Data Analysis Methods:

   • It delves into various data analysis methods, including but not limited to, Lasso (Least Absolute Shrinkage and Selection Operator), which is introduced practically. The book also covers topics such as covariance structure selection, image applications, and Non-negative Matrix Factorization (NMF) for recommendations[1][2].

3. Interdisciplinary Applications:

   • The book covers a wide range of applications, from genomics and astronomy to business. This interdisciplinary approach makes it a valuable resource for researchers and practitioners across different domains[1][2].

Plot Summary

The book is structured around a specific theme: "Sparse Modeling and Multivariate Data Analysis." It is divided into three main sections:

• 基礎編 (Foundation): Introduces the fundamental concepts of sparse modeling and its applications.
• 展開編 (Expansion): Expands on the foundational concepts, exploring more advanced techniques and methodologies.
• 応用編 (Applications): Demonstrates the practical applications of sparse modeling in various fields, including image processing and recommendation systems[3].

Critical Reception

There is no explicit critical reception available in the provided sources. However, the book's focus on practical applications and its interdisciplinary approach suggest that it would be well-received by both academic and professional audiences interested in data science.

Additional Information

• Publication Details:

  • Published on February 15, 2017, by Iwanami Shoten.
  • ISBN: 978-4000298551.
  • Format: A5, 144 pages[1][2][4].

• Electronic Version:

  • The book is available in electronic format, including Kindle edition[5].

In summary, "岩波データサイエンス 5" is a comprehensive guide to sparse modeling and multivariate data analysis, offering practical insights and applications across various fields. Its structured approach and interdisciplinary focus make it a valuable resource for data scientists and researchers.