Login

Paprotny, Alexander

Realtime Data Mining

Paprotny, Alexander - Realtime Data Mining, ebook

114,40€

Ebook, PDF with Adobe DRM
ISBN: 9783319013213
DRM Restrictions

PrintingNot allowed
Copy to clipboardNot allowed

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

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

Author(s)
 
Publisher
Springer
Publication year
2013
Language
en
Edition
2013
Series
Applied and Numerical Harmonic Analysis
Page amount
23 pages
Category
Natural Sciences
Format
Ebook
eISBN (PDF)
9783319013213

Similar titles