ソーシャル・センシング：不確かなデータから確かなシステムを構築する Social Sensing : Building Reliable Systems on Unreliable Data

Wang, Dong/ Abdelzaher, Tarek/ Kaplan, Lance

Morgan Kaufmann Publishers In（2015/03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 9780128008676
• DDC分類 302.30285

Full Description

Increasingly, human beings are sensors engaging directly with the mobile Internet. Individuals can now share real-time experiences at an unprecedented scale. Social Sensing: Building Reliable Systems on Unreliable Data looks at recent advances in the emerging field of social sensing, emphasizing the key problem faced by application designers: how to extract reliable information from data collected from largely unknown and possibly unreliable sources. The book explains how a myriad of societal applications can be derived from this massive amount of data collected and shared by average individuals. The title offers theoretical foundations to support emerging data-driven cyber-physical applications and touches on key issues such as privacy. The authors present solutions based on recent research and novel ideas that leverage techniques from cyber-physical systems, sensor networks, machine learning, data mining, and information fusion.

Contents

1. Introduction2. Social Sensing Trends and Applications3. Mathematical Foundations4. Basic Fact-Finding5. Maximum Likelihood Estimation6. Confidence Bounds7. Conflicting Observations and Non-Binary Claims8. Understanding the Social Network9. Understanding Physical Dependencies10. Recursive Fact-finding11. Privacy12. Further Readings13. Conclusions and Remaining Challenges