Simple approximate MAP inference for Dirichlet processes mixtures

Keyphrases

• Dirichlet Process Mixture 100%
• Maximum a Posteriori Inference 100%
• Small-variance Asymptotics 75%
• Non-degenerate 50%
• Computational Resources 50%
• Gibbs Sampling 50%
• Maximum a Posteriori 50%
• Bayesian Nonparametrics 50%
• Dirichlet Process Mixture Model 50%
• Asymptotic Approach 50%
• Computationally Intensive 25%
• Computational Effort 25%
• Computation Time 25%
• Inference Methods 25%
• Computational Complexity 25%
• Freely Available 25%
• Variational 25%
• Semi-parametric 25%
• Probabilistic Inference 25%
• Digital Signal Processing 25%
• Inference Algorithms 25%
• Model-based Method 25%
• Sampling Approach 25%
• Longitudinal Progression 25%
• Complex Systems Perspective 25%
• Nonparametric Statistical Model 25%
• Infinite Mixture Model 25%
• Random Effects Distribution 25%
• Gaussian Mixture 25%
• Mean Clustering 25%
• DP-means 25%
• Dirichlet Process 25%
• Population Health Science 25%
• Mixed-effects Regression Model 25%
• Sample Calculations 25%
• Rich-get-richer 25%
• Embedded Hardware 25%
• Infinite Hidden Markov Model (iHMM) 25%
• Progression Modeling 25%
• Cluster Performance 25%
• DP Algorithm 25%

Mathematics

• Approximates 100%
• Posteriori 100%
• Mixture Model 50%
• Smaller Variance 50%
• Bayesian 33%
• Asymptotics 33%
• Gaussian Distribution 16%
• Inference Method 16%
• Cross-Validation 16%
• Signal Processing 16%
• Hidden Markov Model 16%
• Closed Form 16%
• Regression Model 16%
• Statistical Model 16%
• Probabilistic Inference 16%
• Computational Effort 16%
• Random Effect 16%
• Mixed Effect Regression 16%
• Asymptotic Approach 16%

Computer Science

• Dirichlet Process 100%
• Asymptotic Variance 75%
• Computational Resource 50%
• Computational Effort 25%
• Inference Method 25%
• Computational Complexity 25%
• Computational Time 25%
• Probabilistic Inference 25%
• Statistical Model 25%
• Digital Signal Processing 25%
• Gaussian Mixture 25%
• Embedded Hardware 25%
• Sampling Approach 25%
• Random Effect Distribution 25%