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AI & Statistics 2016

Models and Methods

  • Bayesian methods
  • Boosting
  • Causality
  • Compressed sensing, sparse coding
  • Deep learning
  • Ensemble methods
  • Feature selection
  • Frequentist methods (Maximum likelihood)
  • Gaussian processes
  • Graphical models
  • Kernel methods
  • Learning theory
  • Learning on graphs
  • Large margin methods
  • Logic and probability
  • Information geometry
  • Information theory
  • Matrix and tensor factorization
  • Manifold learning, nonlinear embedding
  • Model selection
  • Nonparametric models
  • Online learning
  • Representation, structure learning
  • Sampling
  • Spatial models
  • Spectral methods
  • Stochastic processes
  • Time series and sequence models

Problem types

Supervised learning

  • Active learning
  • Classification
  • Prediction with missing data
  • Regression
  • Structured prediction

Unsupervised and semi-supervised learning

  • Clustering
  • Density estimation
  • Dimension reduction
  • Latent variable models
  • Topic models

Decision-making and control

  • Control theory
  • Decision theory
  • Game theory
  • Mechanism design
  • Multi-agent systems
  • No-regret learning
  • Planning
  • Reinforcement learning

Algorithms and applications

Optimization and computation methods

  • Combinatorial optimization
  • Convex optimization
  • Gradient-based optimization
  • Monte Carlo methods
  • Numerical methods

Systems and software

  • High performance architectures
  • Large-scale learning systems
  • Parallel and distributed algorithms
  • Software packages

Applications

  • Biology and genomics
  • Brain computer interfaces
  • Cognitive science
  • Collaborative filtering, recommendation systems
  • Computer vision
  • Data visualization
  • Economics and finance
  • Image processing
  • Informatics
  • Information retrieval
  • Medical imaging
  • Natural language processing, text mining
  • Network data analysis
  • Neuroscience
  • Robotics
  • Scientific computing, data analysis
  • Signal processing
  • Statistical databases
  • World wide web, search