Papers
Heterogeneous Domain Adaptation for Multiple Classes
Joey Tianyi Zhou, Ivor W.Tsang, Sinno Jialin Pan et al.
Accelerated Stochastic Gradient Method for Composite Regularization
Wenliang Zhong, James Kwok
Efficient Transfer Learning Method for Automatic Hyperparameter Tuning
Dani Yogatama, Gideon Mann
Generating Efficient MCMC Kernels from Probabilistic Programs
Lingfeng Yang, Patrick Hanrahan, Noah Goodman
Nonparametric estimation and testing of exchangeable graph models
Justin Yang, Christina Han, Edoardo Airoldi
Context Aware Group Nearest Shrunken Centroids in Large-Scale Genomic Studies
Juemin Yang, Fang Han, Rafael Irizarry et al.
Mixed Graphical Models via Exponential Families
Eunho Yang, Yulia Baker, Pradeep Ravikumar et al.
Dynamic Resource Allocation for Optimizing Population Diffusion
Shan Xue, Alan Fern, Daniel Sheldon
A New Approach to Probabilistic Programming Inference
Frank Wood, Jan Willem Meent, Vikash Mansinghka
Accelerating ABC methods using Gaussian processes
Richard Wilkinson
Bayesian Multi-Scale Optimistic Optimization
Ziyu Wang, Babak Shakibi, Lin Jin et al.
Efficient Algorithms and Error Analysis for the Modified Nystrom Method
Shusen Wang, Zhihua Zhang
An LP for Sequential Learning Under Budgets
Joseph Wang, Kirill Trapeznikov, Venkatesh Saligrama
Gaussian Copula Precision Estimation with Missing Values
Huahua Wang, Farideh Fazayeli, Soumyadeep Chatterjee et al.
Linear-time training of nonlinear low-dimensional embeddings
Max Vladymyrov, Miguel Carreira-Perpinan
Active Learning for Undirected Graphical Model Selection
Divyanshu Vats, Robert Nowak, Richard Baraniuk
Path Thresholding: Asymptotically Tuning-Free High-Dimensional Sparse Regression
Divyanshu Vats, Richard Baraniuk
Scaling Graph-based Semi Supervised Learning to Large Number of Labels Using Count-Min Sketch
Partha Talukdar, William Cohen
Adaptive Variable Clustering in Gaussian Graphical Models
Siqi Sun, Yuancheng Zhu, Jinbo Xu
SMERED: A Bayesian Approach to Graphical Record Linkage and De-duplication
Rebecca Steorts, Rob Hall, Stephen Fienberg
Bat Call Identification with Gaussian Process Multinomial Probit Regression and a Dynamic Time Warping Kernel
Vassilios Stathopoulos, Veronica Zamora-Gutierrez, Kate Jones et al.
Explicit Link Between Periodic Covariance Functions and State Space Models
Arno Solin, Simo Särkkä
Loopy Belief Propagation in the Presence of Determinism
David Smith, Vibhav Gogate
In Defense of Minhash over Simhash
Anshumali Shrivastava, Ping Li