ビッグデータ・マイニングと複雑性 Big Data Mining and Complexity (The Sage Quantitative Research Kit)

Castellani, Brian C./ Rajaram, Rajeev

SAGE Publications Ltd（2022/03発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 232 p.
• 言語 ENG
• 商品コード 9781526423818
• DDC分類 005.7

Full Description

This book offers a much needed critical introduction to data mining and 'big data'. Supported by multiple case studies and examples, the authors provide:

Digestible overviews of key terms and concepts relevant to using social media data in quantitative research.
A critical review of data mining and 'big data' from a complexity science perspective, including its future potential and limitations
A practical exploration of the challenges of putting together and managing a 'big data' database
An evaluation of the core mathematical and conceptual frameworks, grounded in a case-based computational modeling perspective, which form the foundations of all data mining techniques  

Part of The SAGE Quantitative Research Kit, this book will give you the know-how and confidence needed to succeed on your quantitative research journey.

Contents

Chapter 1: Introduction
Part 1: Thinking Complex and Critically
Chapter 2: The Failure of Quantitative Social Science
Chapter 3: What is Big Data?
Chapter 4: What is Data Mining
Chapter 5: The Complexity Turn
Part 2: The Tools and Techniques of Data Mining
Chapter 6: Case-Based Complexity: A Data Mining Vocabulary
Chapter 7: Classification and Clustering
Chapter 8: Machine Learning
Chapter 9: Predictive Analytics and Data Forecasting
Chapter 10: Longitudinal Analysis
Chapter 11: Geospatial Modeling
Chapter 12: Complex Network Analysis
Chapter 13: Textual and Visual Data Mining
Chapter 14: Conclusion: Advancing A Complex Digital Social Science