Chenglong Ma
Chenglong Ma
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concept drift
NEST: Simulating Pandemic-like Events for Collaborative Filtering by Modeling User Needs Evolution
We outline a simulation-based study of the effect rapid population-scale concept drifts have on Collaborative Filtering (CF) models. We …
Chenglong Ma
,
Yongli Ren
,
Pablo Castells
,
Mark Sanderson
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Evaluation of Herd Behavior Caused by Population-scale Concept Drift in Collaborative Filtering
Concept drift in stream data has been well studied in machine learning applications. In the field of recommender systems, this issue is …
Chenglong Ma
,
Yongli Ren
,
Pablo Castells
,
Mark Sanderson
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