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» Recommendation Systems: A Probabilistic Analysis
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WWW
2011
ACM
14 years 6 months ago
Investigating topic models for social media user recommendation
This paper presents a user recommendation system that recommends to a user new friends having similar interests. We automatically discover users’ interests using Latent Dirichle...
Marco Pennacchiotti, Siva Gurumurthy
KDD
2006
ACM
200views Data Mining» more  KDD 2006»
15 years 11 months ago
A Random-Walk Based Scoring Algorithm Applied to Recommender Engines
Recommender systems are an emerging technology that helps consumers find interesting products and useful resources. A recommender system makes personalized product suggestions by e...
Augusto Pucci, Marco Gori, Marco Maggini
ICSOC
2009
Springer
14 years 9 months ago
Fine-Grained Recommendation Systems for Service Attribute Exchange
Abstract. The effectiveness of service oriented computing relies on the trustworthiness of sharing of data between services. We advocate a semi-automated approach for information d...
Christopher Staite, Rami Bahsoon, Stephen Wolak
ICDE
2009
IEEE
120views Database» more  ICDE 2009»
15 years 6 months ago
Recommending Join Queries via Query Log Analysis
— Complex ad hoc join queries over enterprise databases are commonly used by business data analysts to understand and analyze a variety of enterprise-wide processes. However, eff...
Xiaoyan Yang, Cecilia M. Procopiuc, Divesh Srivast...
SDM
2012
SIAM
294views Data Mining» more  SDM 2012»
13 years 1 months ago
Kernelized Probabilistic Matrix Factorization: Exploiting Graphs and Side Information
We propose a new matrix completion algorithm— Kernelized Probabilistic Matrix Factorization (KPMF), which effectively incorporates external side information into the matrix fac...
Tinghui Zhou, Hanhuai Shan, Arindam Banerjee, Guil...