データのシンプル化：オープンソース・ツールで情報を手なずける Data Simplification : Taming Information with Open Source Tools

Berman, Jules J.

Morgan Kaufmann Publishers In（2016/03発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 398 p.
• 言語 ENG
• 商品コード 9780128037812
• DDC分類 005.741

Full Description

Data Simplification: Taming Information With Open Source Tools addresses the simple fact that modern data is too big and complex to analyze in its native form. Data simplification is the process whereby large and complex data is rendered usable. Complex data must be simplified before it can be analyzed, but the process of data simplification is anything but simple, requiring a specialized set of skills and tools.

This book provides data scientists from every scientific discipline with the methods and tools to simplify their data for immediate analysis or long-term storage in a form that can be readily repurposed or integrated with other data.

Drawing upon years of practical experience, and using numerous examples and use cases, Jules Berman discusses the principles, methods, and tools that must be studied and mastered to achieve data simplification, open source tools, free utilities and snippets of code that can be reused and repurposed to simplify data, natural language processing and machine translation as a tool to simplify data, and data summarization and visualization and the role they play in making data useful for the end user.

Contents

1. The Simple Life2. Structuring Text3. Indexing Text4. Understanding Your Data5. Identifying and Deidentifying Data6. Giving Meaning to Data7. Object-oriented data8. Problem simplification