Transfer Learning for Nonparametric Classification: Minimax Rate and Adaptive Classifier

Nearest neighbor pattern classification

Cover, T. M. and Hart, P. E. (1967) · 1967

Earlier work this paper cites.

On the rate of convergence of nearest neighbor rules (corresp.)

Gyorfi, L. (1978) · 1978

Earlier work this paper cites.

On a problem of adaptive estimation in gaussian white noise

Lepski, O. V. (1991) · 1991

Earlier work this paper cites.

Asymptotically minimax adaptive estimation. I: Upper bounds. Optimally adaptive estimates

Lepski, O. V. (1992) · 1992

Earlier work this paper cites.

Asymptotically minimax adaptive estimation. II: Schemes without optimal adaptation: Adaptive estimators

Lepski, O. V. (1993) · 1993

Earlier work this paper cites.

A constrained risk inequality with applications to nonparametric functional estimation

Brown, L. D. and Low, M. G. (1996) · 1996

Earlier work this paper cites.

Optimal pointwise adaptive methods in nonparametric estimation

Lepski, O. V. and Spokoiny, V. G. (1997) · 1997

Earlier work this paper cites.

Improving predictive inference under covariate shift by weighting the log-likelihood function

Shimodaira, H. (2000) · 2000

Earlier work this paper cites.

Optimal aggregation of classifiers in statistical learning

Tsybakov, A. B. (2004) · 2004

Earlier work this paper cites.

The problem of concept drift: definitions and related work

Tsymbal, A. (2004) · 2004

Earlier work this paper cites.

Learning from data of variable quality

Crammer, K., Kearns, M., and Wortman, J. (2006) · 2006

Earlier work this paper cites.

Fast learning rates for plug-in classifiers

Audibert, J.-Y. and Tsybakov, A. B. (2007) · 2007

Earlier work this paper cites.

Analysis of representations for domain adaptation

Ben-David, S., Blitzer, J., Crammer, K., and Pereira, F. (2007) · 2007

Cited alongside, same era.

Learning a meta-level prior for feature relevance from multiple related tasks

Lee, S.-I., Chatalbashev, V., Vickrey, D., and Koller, D. (2007) · 2007

Cited alongside, same era.

Learning bounds for domain adaptation

Blitzer, J., Crammer, K., Kulesza, A., Pereira, F., and Wortman, J. (2008) · 2008

Cited alongside, same era.

Direct importance estimation with model selection and its application to covariate shift adaptation

Sugiyama, M., Nakajima, S., Kashima, H., Buenau, P. V., and Kawanabe, M. (2008) · 2008

Cited alongside, same era.

Domain adaptation: Learning bounds and algorithms

Mansour, Y., Mohri, M., and Rostamizadeh, A. (2009) · 2009

Cited alongside, same era.

A survey on transfer learning

Pan, S. J. and Yang, Q. (2010) · 2010

Spectral methods meet em: A provably optimal algorithm for crowdsourcing

Zhang, Y., Chen, X., Zhou, D., and Jordan, M. I. (2014) · 2014

Later among the works it cites.

Learning from corrupted binary labels via class-probability estimation

Menon, A., Van Rooyen, B., Ong, C. S., and Williamson, B. (2015) · 2015

Later among the works it cites.

Classification in general finite dimensional spaces with the k k -nearest neighbor rule

Gadat, S., Klein, T., and Marteau, C. (2016) · 2016

Later among the works it cites.

Integrating openstreetmap crowdsourced data and landsat time-series imagery for rapid land use/land cover (lulc) mapping: Case study of the laguna de bay area of the philippines

Johnson, B. A. and Iizuka, K. (2016) · 2016

Later among the works it cites.

A survey of transfer learning

Weiss, K., Khoshgoftaar, T. M., and Wang, D. (2016) · 2016

Later among the works it cites.