Fetching the paper…
Reading the bibliography…
We consider the linear regression problem under semi-supervised settings wherein the available data typically consists of: (i) a small or moderate sized 'labeled' data, and (ii) a much larger sized 'unlabeled' data.
[author] Cook, R. DennisR. D. and Weisberg, SanfordS. (1991). Discussion of “Sliced Inverse Regression” by K.-C. Li. Journal of the American Statistical Association 86 328-332
1991
Earlier work this paper cites.
[author] Duan, NaihuaN. and Li, Ker-ChauK.-C. (1991). Sliced Regression: A Link-Free Regression Method. The Annals of Statistics 19 505-530
1991
Earlier work this paper cites.
[author] Li, Ker-ChauK.-C. (1991). Sliced Inverse Regression for Dimension Reduction. Journal of the American Statistical Association 86 316-327
1991
Earlier work this paper cites.
[author] Li, Ker-ChauK.-C. (1992). On Principal Hessian Directions for Data Visualization and Dimension Reduction: Another Application of Stein’s Lemma. Journal of the American Statistical Association 87 1025-1039
1992
Earlier work this paper cites.
[author] Newey, Whitney K.W. K. (1994). Kernel Estimator of Partial Means and a Generalized Variance Estimator. Econometric Theory 10 1-21
1994
Earlier work this paper cites.
[author] Newey, Whitney K.W. K. and McFadden, DanielD. (1994). Large Sample Estimation and Hypothesis Testing. Handbook of Econometrics 4 2111–2245
1994
Earlier work this paper cites.
[author] Andrews, Donald W. K.D. W. K. (1995). Nonparametric Kernel Estimation for Semiparametric Models. Econometric Theory 11 560-586
1995
Earlier work this paper cites.
[author] Castelli, VittorioV. and Cover, Thomas M.T. M. (1995). The Exponential Value of Labeled Samples. Pattern Recognition Letters 16 105-111
1995
Earlier work this paper cites.
1995
Earlier work this paper cites.
[author] Castelli, VittorioV. and Cover, Thomas M.T. M. (1996). The Relative Value of Labeled and Unlabeled Samples in Pattern Recognition with an Unknown Mixing Parameter. IEEE Transactions on Information Theory 42 2102-2117
1996
Earlier work this paper cites.
[author] Masry, EliasE. (1996). Multivariate Local Polynomial Regression for Time Series: Uniform Strong Consistency and Rates. Journal of Time Series Analysis 17 571-600
1996
Earlier work this paper cites.
[author] Cook, R. DennisR. D. (1998). Principal Hessian Directions Revisited (with Discussion). Journal of the American Statistical Association 93 84-100
1998
Cited alongside, same era.
[author] Newey, Whitney K.W. K., Hsieh, FushingF. and Robins, JamesJ. (1998). Undersmoothing and Bias Corrected Functional Estimation. Technical Report No. 98-17, Dept. of Economics, MIT, USA
1998
Cited alongside, same era.
[author] Cook, R. DennisR. D. and Lee, HakbaeH. (1999). Dimension Reduction in Binary Response Regression. Journal of the American Statistical Association 94 1187-1200
1999
Cited alongside, same era.
[author] Nigam, KamalK., McCallum, Andrew KachitesA. K., Thrun, SebastianS. and Mitchell, TomT. (2000). Text Classification from Labeled and Unlabeled Documents Using EM. Machine Learning 39 103-134
2000
Cited alongside, same era.
[author] Van der Vaart, Aad W.A. W. (2000). Asymptotic Statistics 3. Cambridge University Press
[author] Belkin, MikhailM., Niyogi, ParthaP. and Sindhwani, VikasV. (2006). Manifold Regularization : A Geometric Framework for Learning from Labeled and Unlabeled Examples. The Journal of Machine Learning Research 7 2399-2434
2006
Later among the works it cites.
[author] Chapelle, OlivierO., Schölkopf, BernhardB. and Zien, AlexanderA. (2006). Semi-Supervised Learning. MIT Press, Cambridge, MA, USA
2006
Later among the works it cites.
[author] Lafferty, John D.J. D. and Wasserman, LarryL. (2007). Statistical Analysis of Semi-Supervised Regression. Advances in Neural Information Processing Systems 20 801-808
2007
Later among the works it cites.
[author] Hansen, Bruce E.B. E. (2008). Uniform Convergence Rates for Kernel Estimation with Dependent Data. Econometric Theory 24 726-748
2008
Later among the works it cites.
Sokolovska, N
2008
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
2000
Cited alongside, same era.
Zhang, T
2000
Cited alongside, same era.
[author] Cozman, Fabio GagliardiF. G. and Cohen, IraI. (2001). Unlabeled Data Can Degrade Classification Performance of Generative Classifiers. Technical Report No. HPL-2001-234, HP Laboratories, Palo Alto, CA, USA
2001
Cited alongside, same era.
[author] Nigam, Kamal PaulK. P. (2001). Using Unlabeled Data to Improve Text Classification. PhD thesis, Carnegie Mellon University, USA. CMU-CS-01-126
2001
Cited alongside, same era.
[author] Seeger, MatthiasM. (2002). Learning with Labeled and Unlabeled Data. Technical Report No. EPFL-REPORT-161327, University of Edinburgh, UK
2002
Cited alongside, same era.
Cozman, F. G
2003
Cited alongside, same era.
[author] Zhu, XiaojinX. (2005). Semi-Supervised Learning through Graphs. PhD thesis, Carnegie Mellon University, USA. CMU-LTI-05-192
2005
Cited alongside, same era.
Later among the works it cites.
[author] Zhu, XiaojinX. (2008). Semi-Supervised Learning Literature Survey. Technical Report No. 1530, Computer Sciences, University of Wisconsin-Madison, USA
2008
Later among the works it cites.
[author] Liao, Katherine PK. P., Cai, TianxiT., Gainer, VivianV. et al. (2010). Electronic Medical Records for Discovery Research in Rheumatoid Arthritis. Arthritis Care and Research 62 1120-1127
2010
Later among the works it cites.
[author] Kohane, Isaac S.I. S. (2011). Using Electronic Health Records to Drive Discovery in Disease Genomics. Nature Reviews Genetics 12 417-428
2011
Later among the works it cites.
[author] Kawakita, MasanoriM. and Kanamori, TakafumiT. (2013). Semi-Supervised Learning with Density-Ratio Estimation. Machine Learning 91 189-209
2013
Later among the works it cites.
[author] Chakrabortty, AbhishekA. and Cai, TianxiT. (2017). Supplement to “Efficient and Adaptive Linear Regression in Semi-Supervised Settings”. DOI: Completed by the typesetter
2017
Closest in time.