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Paprotny, Alexander

Realtime Data Mining

Paprotny, Alexander - Realtime Data Mining, e-kirja

101,45€

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ISBN: 9783319013213
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Table of contents

1. Brave New Realtime World: Introduction
Alexander Paprotny, Michael Thess

2. Strange Recommendations? On the Weaknesses of Current Recommendation Engines
Alexander Paprotny, Michael Thess

3. Changing Not Just Analyzing: Control Theory and Reinforcement Learning
Alexander Paprotny, Michael Thess

4. Recommendations as a Game: Reinforcement Learning for Recommendation Engines
Alexander Paprotny, Michael Thess

5. How Engines Learn to Generate Recommendations: Adaptive Learning Algorithms
Alexander Paprotny, Michael Thess

6. Up the Down Staircase: Hierarchical Reinforcement Learning
Alexander Paprotny, Michael Thess

7. Breaking Dimensions: Adaptive Scoring with Sparse Grids
Alexander Paprotny, Michael Thess

8. Decomposition in Transition: Adaptive Matrix Factorization
Alexander Paprotny, Michael Thess

9. Decomposition in Transition II: Adaptive Tensor Factorization
Alexander Paprotny, Michael Thess

10. The Big Picture: Toward a Synthesis of RL and Adaptive Tensor Factorization
Alexander Paprotny, Michael Thess

11. What Cannot Be Measured Cannot Be Controlled: Gauging Success with A/B Tests
Alexander Paprotny, Michael Thess

12. Building a Recommendation Engine: The XELOPES Library
Alexander Paprotny, Michael Thess

13. Last Words: Conclusion
Alexander Paprotny, Michael Thess

Avainsanat: Mathematics, Computational Science and Engineering, Mathematical Applications in Computer Science, Mathematical Software

Tekijä(t)
 
Julkaisija
Springer
Julkaisuvuosi
2013
Kieli
en
Painos
2013
Sarja
Applied and Numerical Harmonic Analysis
Sivumäärä
23 sivua
Kategoria
Eksaktit luonnontieteet
Tiedostomuoto
E-kirja
eISBN (PDF)
9783319013213

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