Papers
Convex formulations of radius-margin based Support Vector Machines
Huyen Do, Alexandros Kalousis
Convex Relaxations for Learning Bounded-Treewidth Decomposable Graphs
K. S. Sesh Kumar, Francis Bach
Copy or Coincidence? A Model for Detecting Social Influence and Duplication Events
Lisa Friedland, David Jensen, Michael Lavine
Cost-sensitive Multiclass Classification Risk Bounds
Bernardo Ávila Pires, Csaba Szepesvari, Mohammad Ghavamzadeh
Cost-Sensitive Tree of Classifiers
Zhixiang Xu, Matt Kusner, Kilian Weinberger et al.
Covariate Shift in Hilbert Space: A Solution via Sorrogate Kernels
Kai Zhang, Vincent Zheng, Qiaojun Wang et al.
Deep Canonical Correlation Analysis
Galen Andrew, Raman Arora, Jeff Bilmes et al.
Deep learning with COTS HPC systems
Adam Coates, Brody Huval, Tao Wang et al.
Dependent Normalized Random Measures
Changyou Chen, Vinayak Rao, Wray Buntine et al.
Differentially Private Learning with Kernels
Prateek Jain, Abhradeep Thakurta
Discriminatively Activated Sparselets
Ross Girshick, Hyun Oh Song, Trevor Darrell
Distributed training of Large-scale Logistic models
Siddharth Gopal, Yiming Yang
Distribution to Distribution Regression
Junier Oliva, Barnabas Poczos, Jeff Schneider
Domain Adaptation under Target and Conditional Shift
Kun Zhang, Bernhard Schölkopf, Krikamol Muandet et al.
Domain Generalization via Invariant Feature Representation
Krikamol Muandet, David Balduzzi, Bernhard Schölkopf
Dynamical Models and tracking regret in online convex programming
Eric Hall, Rebecca Willett
Dynamic Covariance Models for Multivariate Financial Time Series
Yue Wu, Jose Miguel Hernandez-Lobato, Ghahramani Zoubin
Dynamic Probabilistic Models for Latent Feature Propagation in Social Networks
Creighton Heaukulani, Zoubin Ghahramani
Efficient Active Learning of Halfspaces: an Aggressive Approach
Alon Gonen, Sivan Sabato, Shai Shalev-Shwartz
Efficient Dimensionality Reduction for Canonical Correlation Analysis
Haim Avron, Christos Boutsidis, Sivan Toledo et al.
Efficient Multi-label Classification with Many Labels
Wei Bi, James Kwok
Efficient Ranking from Pairwise Comparisons
Fabian Wauthier, Michael Jordan, Nebojsa Jojic