Realtime Data Mining

Self-Learning Techniques for Recommendation Engines


Describing novel mathematical concepts for recommendation engines, Realtime Data Mining: Self-Learning Techniques for Recommendation Engines features a sound mathematical framework unifying approaches based on control and learning theories, tensor factorization, and hierarchical methods. Furthermore, it presents promising results of numerous experiments on real-world data. The area of realtime data mining is currently developing at an exceptionally dynamic pace, and realtime data mining systems are the counterpart of today's “classic” data mining systems. Whereas the latter learn from historical data and then use it to deduce necessary actions, realtime analytics systems learn and act continuously and autonomously. In the vanguard of these new analytics systems are recommendation engines. They are principally found on the Internet, where all information is available in realtime and an immediate feedback is guaranteed.

This monograph appeals to computer scientists and specialists in machine learning, especially from the area of recommender systems, because it conveys a new way of realtime thinking by considering recommendation tasks as control-theoretic problems. Realtime Data Mining:Self-Learning Techniques for Recommendation Engines will also interest application-oriented mathematicians because it consistently combines some of the most promising mathematical areas, namely control theory, multilevel approximation, and tensor factorization.

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Einband Taschenbuch
Seitenzahl 313
Erscheinungsdatum 27.08.2016
Sprache Englisch
ISBN 978-3-319-34445-4
Verlag Springer
Maße (L/B/H) 235/155/18 mm
Gewicht 522
Abbildungen 12 schwarzweisse Abbilmit 88 FarbabbildungenFarbabb., 28 Tabellen
Auflage Softcover reprint of the original 1st ed. 2013
Buch (Taschenbuch, Englisch)
85,99
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