Learning from Data Streams

Part I. Overview

1. Introduction
João Gama, Mohamed Medhat Gaber

2. Sensor Networks: An Overview
João Barros

3. Data Stream Processing
João Gama, Pedro Pereira Rodrigues

4. Data Stream Processing in Sensor Networks
Mohamed Medhat Gaber

Part II. Data Stream Management Techniques in Sensor Networks

5. Data Stream Management Systems and Architectures
M. A. Hammad, T. M. Ghanem, W. G. Aref, A. K. Elmagarmid, M. F. Mokbel

6. Querying of Sensor Data
Niki Trigoni, Alexandre Guitton, Antonios Skordylis

7. Aggregation and Summarization in Sensor Networks
Nisheeth Shrivastava, Chiranjeeb Buragohain

8. Sensory Data Monitoring
Rachel Cardell-Oliver

Part III. Mining Sensor Network Data Streams

9. Clustering Techniques in Sensor Networks
Pedro Pereira Rodrigues, João Gama

10. Predictive Learning in Sensor Networks
João Gama, Rasmus Ulslev Pedersen

11. Tensor Analysis on Multi-aspect Streams
Jimeng Sun, Spiros Papadimitriou, Philip S. Yu

Part IV. Applications

12. Knowledge Discovery from Sensor Data for Security Applications
Auroop R. Ganguly, Olufemi A. Omitaomu, Randy M. Walker

13. Knowledge Discovery from Sensor Data For Scientific Applications
Auroop R. Ganguly, Olufemi A. Omitaomu, Yi Fang, Shiraj Khan, BudhendraL. Bhaduri

14. TinyOS Education with LEGO MINDSTORMS NXT
Rasmus Ulslev Pedersen

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Keywords: COMPUTERS / Computer Science COM014000