Personalized Prediction and Sparsity Pursuit in Latent Factor Models

Mathematics

• Factor Models 80%
• Pursuit 79%
• Sparsity 66%
• Prediction 50%
• Information Filtering 25%
• User Preferences 24%
• MapReduce 21%
• Factorization 21%
• Parallel Programming 20%
• Rank Reduction 20%
• Shared Memory 18%
• Factorise 17%
• Alike 17%
• Large-scale Optimization 16%
• Single Machine 15%
• Missing Values 15%
• Timing 15%
• Numerical Investigation 14%
• Data Mining 14%
• Likelihood Methods 14%
• Percentage 14%
• Machine Learning 13%
• Libraries 13%
• Integrate 13%
• Predictors 11%
• Regression 9%
• Sufficient 9%
• Strategy 8%
• Partial 8%
• Observation 8%
• Decompose 8%
• Framework 7%
• Model 4%
• Class 3%

Business & Economics

• Latent Factor Models 100%
• Prediction 52%
• Rank Reduction 20%
• Matrix 18%
• MapReduce 18%
• Large-scale Optimization 18%
• Information Filtering 17%
• Data Mining 15%
• Missing Values 15%
• Machine Learning 13%
• User Preferences 13%
• Predictive Accuracy 13%
• Decomposition 11%
• Predictors 11%
• Programming 10%