Recommender Systems with Social Regularization
Hao Ma, Dengyong Zhou, Chao Liu, Michael R. Lyu and Irwin King.
Keywords: Recommender Systems, Collaborative Filtering, Social Network, Matrix Factorization, Social Regularization.
Unbiased Offline Evaluation of Contextual-bandit-based News Article Recommendation Algorithms
Lihong Li, Wei Chu, John Langford and Xuanhui Wang.
Keywords: recommendation, offline evaluation, benchmark dataset, contextual multi-armed bandit.
Efficient Online Ad Serving in a Display Advertising Meta-Exchange
Kevin Lang, Joaquin Delgado, Swaroop Jagadish, Amita Gajewar, Dongming Jiang, Michael Bindeberger-Ortega, Bhaskar Ghosh, Shirshanka Das, Arathi Seshan, Chavdar Botev, Sunil Nagaraj and Raymie Stata.
Keywords: Display Advertising, Online Ad Serving, Graph Algorithm, Constrained Path Optimization, Ad Exchange.
Trend Analysis Model: Trend consists of temporal words, topics, and timestamps
Noriaki KAWAMAE.
Keywords: Topic Modeling, Latent Variable Modeling, Graphical Models, Trend Analysis, Timestamped data.