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CIKM
2008
Springer
13 years 11 months ago
SoRec: social recommendation using probabilistic matrix factorization
Data sparsity, scalability and prediction quality have been recognized as the three most crucial challenges that every collaborative filtering algorithm or recommender system conf...
Hao Ma, Haixuan Yang, Michael R. Lyu, Irwin King
NSDI
2004
13 years 10 months ago
Path-Based Failure and Evolution Management
We present a new approach to managing failures and evolution in large, complex distributed systems using runtime paths. We use the paths that requests follow as e through the syst...
Mike Y. Chen, Anthony Accardi, Emre Kiciman, David...
HICSS
2008
IEEE
89views Biometrics» more  HICSS 2008»
14 years 3 months ago
Multi-perspective Assessment of Scalability of IT-Enabled Networked Constellations
Networked constellations are often formed to provide commercial IT services by leveraging the Internet technology. The provision of IT services should remain scalable, meaning tha...
Zsófia Derzsi, Jaap Gordijn, Koen Kok
KDD
2004
ACM
158views Data Mining» more  KDD 2004»
14 years 9 months ago
A generalized maximum entropy approach to bregman co-clustering and matrix approximation
Co-clustering is a powerful data mining technique with varied applications such as text clustering, microarray analysis and recommender systems. Recently, an informationtheoretic ...
Arindam Banerjee, Inderjit S. Dhillon, Joydeep Gho...
RECSYS
2009
ACM
14 years 1 months ago
A semantic framework for personalized ad recommendation based on advanced textual analysis
In this paper we present a hybrid recommendation system that combines ontological knowledge with content-extracted linguistic information, derived from pre-trained lexical graphs,...
Dorothea Tsatsou, Fotis Menemenis, Ioannis Kompats...