Efficient Distance Metric Learning by Adaptive Sampling and Mini-Batch Stochastic Gradient Descent (SGD)

Text categorization based on regularized linear classification methods

T. Zhang and F. Oles · 2001

Earlier work this paper cites.

A comparison of methods for multiclass support vector machines

C.-W. Hsu and C.-J. Lin · 2002

Earlier work this paper cites.

Distance metric learning with application to clustering with side-information

E. P. Xing, A. Y. Ng, M. I. Jordan, and S. J. Russell · 2002

Earlier work this paper cites.

Modified logistic regression: An approximation to SVM and its applications in large-scale text categorization

J. Zhang, R. Jin, Y. Yang, and A. G. Hauptmann · 2003

Earlier work this paper cites.

Convex Optimization

S. Boyd and L. Vandenberghe · 2004

Earlier work this paper cites.

Locally linear metric adaptation for semi-supervised clustering

H. Chang and D.-Y. Yeung · 2004

Earlier work this paper cites.

Vehicle classification in distributed sensor networks

M. F. Duarte and Y. H. Hu · 2004

Earlier work this paper cites.

Learning an image manifold for retrieval

X. He, W.-Y. Ma, and H. Zhang · 2004

Earlier work this paper cites.

Metric learning by collapsing classes

A. Globerson and S. T. Roweis · 2005

Cited alongside, same era.

Prediction, Learning, and Games

N. Cesa-Bianchi and G. Lugosi · 2006

Cited alongside, same era.

Distance metric learning: a comprehensive survery

L. Yang and R. Jin · 2006

Cited alongside, same era.

Information-theoretic metric learning

J. V. Davis, B. Kulis, P. Jain, S. Sra, and I. S. Dhillon · 2007

Cited alongside, same era.

Data weaving: scaling up the state-of-the-art in data clustering

R. Bekkerman and M. Scholz · 2008

Cited alongside, same era.

Online metric learning and fast similarity search

P. Jain, B. Kulis, I. S. Dhillon, and K. Grauman · 2008

Cited alongside, same era.

Large scale online learning of image similarity through ranking

G. Chechik, V. Sharma, U. Shalit, and S. Bengio · 2010

Later among the works it cites.

UCI machine learning repository, 2010

A. Frank and A. Asuncion · 2010

Later among the works it cites.

Libsvm: A library for support vector machines

C.-C. Chang and C.-J. Lin · 2011

Later among the works it cites.

Better mini-batch algorithms via accelerated gradient methods

A. Cotter, O. Shamir, N. Srebro, and K. Sridharan · 2011

Later among the works it cites.

Learning a distance metric from a network

B. Shaw, B. C. Huang, and T. Jebara · 2011

Later among the works it cites.

Projection-free online learning

E. Hazan and S. Kale · 2012

Later among the works it cites.