Protocols for Learning Classifiers on Distributed Data
In the 15th International Conference on Artificial Intelligence and Statistics (AISTATS), 2012.
Adaptive Sampling for Large-Data MDS
Submitted.
Computing Hulls, Centerpoints and VC dimension in Positive Definite Space
In Algorithms And Data Structures Symposium (formerly WADS), 2011.
Approximate Bregman near neighbors in sublinear time: Beyond the triangle inequality
Proc. Symposium on Computational Geometry, 2012
http://arxiv.org/abs/1108.0835
Generating a Diverse Set of High-Quality Clusterings
arXiv:1108.0017
In the 2nd MultiClust Workshop: Discovering, Summarizing and Using Multiple Clusterings (held in conjunction with ECML/PKDD 2011)
Best Paper Award.
Active Supervised Domain Adaptation
In the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2011)
Comparing and Matching Shapes Using the Kernel Distance
arXiv:1001.0591v1 [cs.CG]
27th ACM Symposium on Computational Geometry, 2011.
Evaluating Graph Colorings on the GPU (poster)
16th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming.
Johnson-Lindenstrauss Dimensionality Reduction on the Simplex
In the 20th Fall Workshop on Computational Geometry, 2010.
The Johnson-Lindenstrauss Transform: An Empirical Study
ALENEX11: Workshop on Algorithms Engineering and Experimentation (in conjunction with SODA 2011)
Spatially-Aware Comparison and Consensus for Clusterings
Proc. 2011 SIAM Conference on Data Mining, Apr 2011.
Online Learning of Tasks and Their Relationships
Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS), 2011.
New Developments in the theory of clustering (Tutorial)
In 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2010
Practical Algorithms for the Current Distance
Submitted, 2010.
Domain Adaptation Meets Active Learning
Workshop on Active Learning For NLP (in conjunction with NAACL-HLT), 2010
Sketching Techniques for Large-Scale NLP
6th Web as Corpus Workshop (in conjunction with NAACL-HLT 2010)
Universal Multi-Dimensional Scaling
In 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2010
The Geometric Median on Riemannian Manifolds with Application to Robust Atlas Estimation
Neuroimage, Vol. 45, No. 1 (suppl. 1), pp. S143–S152. November 13, 2008.
Information Theory For Data Management (Tutorial)
35th International Conference on Very Large Databases (VLDB)
Streamed Learning: One-Pass SVMs
Twenty-First International Joint Conference on Artificial Intelligence (IJCAI-09)
Approximate Shape Matching And Symmetry Detection for 3D Shapes With Guaranteed Error Bounds
SMI 2009: IEEE International Conference on Shape Modeling and Applications
Type-Based Categorization of Relational Attributes
12th International Conference on Extending Database Technology (EDBT 09) (to appear)
On measures of privacy
In Privacy-Preserving Data Mining: Models and Algorithms (Springer). Ed. Charu Aggarwal, Philip S. Yu
Clustering on streams
Springer Encyclopedia on Databases, to appear.
Robust Statistics on Riemannian Manifolds via the Geometric Median
Proc. CVPR, 2008.
Validating Multi-column Schema Matchings by Type
24th International Conference on Data Engineering (ICDE), 2008
Curve Matching, Time Warping, and Light Fields
Journal of Mathematical Imaging and Vision, vol. 27, no. 3, Apr 2007
Rapid Identification of Column Heterogeneity
[cite]IEEE International Conference on Data Mining (ICDM), 2006[/cite].
Spatial Scan Statistics: Approximations and Performance Study
[cite]The Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2006[/cite]
Statistical Data Depth and the Graphics Hardware
[cite]Data Depth: Robust Multivariate Analysis, Computational Geometry and Applications, pp. 223-234[/cite]