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» Recency-based collaborative filtering
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MM
1999
ACM
141views Multimedia» more  MM 1999»
14 years 24 days ago
A multiagent system for content based navigation of music
We describe the integration of content based techniques for navigation of musical information (primarily in MIDI representation) into a multiagent system for distributed informati...
David De Roure, Samhaa R. El-Beltagy, Steven Black...
CSC
2008
13 years 10 months ago
Multilevel Approaches applied to the Capacitated Clustering Problem
- This paper presents two multilevel refinement algorithms for the capacitated clustering problem. Multilevel refinement is a collaborative technique capable of significantly aidin...
Demane Rodney, Alan Soper, Chris Walshaw
ERCIMDL
2010
Springer
165views Education» more  ERCIMDL 2010»
13 years 9 months ago
Metadata Impact on Research Paper Similarity
While collaborative filtering and citation analysis have been well studied for research paper recommender systems, content-based approaches typically restrict themselves to straigh...
Germán Hurtado Martín, Steven Schock...
CORR
2006
Springer
178views Education» more  CORR 2006»
13 years 8 months ago
Low-rank matrix factorization with attributes
We develop a new collaborative filtering (CF) method that combines both previously known users' preferences, i.e. standard CF, as well as product/user attributes, i.e. classi...
Jacob Abernethy, Francis Bach, Theodoros Evgeniou,...
JMLR
2010
109views more  JMLR 2010»
13 years 3 months ago
Matrix Completion from Noisy Entries
Given a matrix M of low-rank, we consider the problem of reconstructing it from noisy observations of a small, random subset of its entries. The problem arises in a variety of app...
Raghunandan H. Keshavan, Andrea Montanari, Sewoong...