Representation Learning

Sparse and Unique Nonnegative Matrix Factorization Through Data Preprocessing JMLR 2012 Sparse Higher-Order Principal Components Analysis AISTATS 2012 Spectral Learning of General Weighted Automata via Constrained Matrix Completion NeurIPS 2012 Spectral learning of linear dynamics from generalised-linear observations with application to neural population data NeurIPS 2012 Structured Learning of Gaussian Graphical Models NeurIPS 2012 Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses NeurIPS 2012 Supervised Dimension Reduction with Topic Models ACML 2012 Symmetric Correspondence Topic Models for Multilingual Text Analysis NeurIPS 2012 Synchronization can Control Regularization in Neural Systems via Correlated Noise Processes NeurIPS 2012 Topology Constraints in Graphical Models NeurIPS 2012 Towards a learning-theoretic analysis of spike-timing dependent plasticity NeurIPS 2012 Training sparse natural image models with a fast Gibbs sampler of an extended state space NeurIPS 2012 Transelliptical Component Analysis NeurIPS 2012 Transelliptical Graphical Models NeurIPS 2012 Transferring Expectations in Model-based Reinforcement Learning NeurIPS 2012 Unsupervised Structure Discovery for Semantic Analysis of Audio NeurIPS 2012 Value Pursuit Iteration NeurIPS 2012 Variable Selection for Gaussian Graphical Models AISTATS 2012 Waveform Driven Plasticity in BiFeO3 Memristive Devices: Model and Implementation NeurIPS 2012 Why MCA? Nonlinear sparse coding with spike-and-slab prior for neurally plausible image encoding NeurIPS 2012 θ-MRF: Capturing Spatial and Semantic Structure in the Parameters for Scene Understanding NeurIPS 2011 A Brain-Machine Interface Operating with a Real-Time Spiking Neural Network Control Algorithm NeurIPS 2011 Active dendrites: adaptation to spike-based communication NeurIPS 2011 A Cure for Variance Inflation in High Dimensional Kernel Principal Component Analysis JMLR 2011 A Dynamic Relational Infinite Feature Model for Longitudinal Social Networks AISTATS 2011