Fundamentals of Stream Processing: Application Design, Systems, and Analytics - Rilegato

Andrade, Henrique C. M.; Gedik, Buğra; Turaga, Deepak S.

 
9781107015548: Fundamentals of Stream Processing: Application Design, Systems, and Analytics

Sinossi

This book teaches fundamentals of stream processing, covering application design, distributed systems infrastructure, and continuous analytic algorithms.

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Descrizione del libro

This book teaches fundamentals of the stream processing paradigm that addresses performance, scalability and usability challenges in extracting insights from massive amounts of live, streaming data. It presents core principles behind application design, system infrastructure and analytics, coupled with real-world examples for a comprehensive understanding of the stream processing area.

Contenuti

Part I. Fundamentals: 1. What brought us here?; 2. Introduction to stream processing; Part II. Application Development: 3. Application development – the basics; 4. Application development – data flow programming; 5. Large-scale development – modularity, extensibility, and distribution; 6. Application engineering – debugging and visualization; Part III. System Architecture: 7. Architecture of a stream processing system; 8. InfoSphere streams architecture; Part IV. Application Design and Analytics: 9. Design principles and patterns for stream processing applications; 10. Stream processing and mining algorithms; Part V. Case Studies: 11. End-to-end application examples; Part VI. Closing Notes: 12. Conclusion.

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