Found 30 Documents (Results 1–30)
Simple proof of the risk bound for denoising by exponential weights for asymmetric noise distributions. (English) Zbl 1532.62040
J. Contemp. Math. Anal., Armen. Acad. Sci. 58, No. 6, 391-399 (2023) and Izv. Nats. Akad. Nauk Armen., Mat. 58, No. 6, 3-14 (2023).
A reduced-rank approach to predicting multiple binary responses through machine learning. (English) Zbl 1523.62025
Concentration of tempered posteriors and of their variational approximations. (English) Zbl 1454.62135
Reviewer: Pavel Stoynov (Sofia)
Estimation from nonlinear observations via convex programming with application to bilinear regression. (English) Zbl 1420.62088
1-bit matrix completion: PAC-Bayesian analysis of a variational approximation. (English) Zbl 1461.15032
The lower tail of random quadratic forms with applications to ordinary least squares. (English) Zbl 1360.60075
Reviewer: Dominique Lepingle (Orléans)
Risk bounds for the majority vote: from a PAC-Bayesian analysis to a learning algorithm. (English) Zbl 1337.68223
J. Mach. Learn. Res. 16, 787-860 (2015); erratum ibid. 24, 1-13 (2023).
A Bayesian approach for noisy matrix completion: optimal rate under general sampling distribution. (English) Zbl 1317.62050
Sparse single-index model. (English) Zbl 1320.62177
Bayesian methods for low-rank matrix estimation: short survey and theoretical study. (English) Zbl 1411.62136
Jain, Sanjay (ed.) et al., Algorithmic learning theory. 24th international conference, ALT 2013, Singapore, October 6–9, 2013. Proceedings. Berlin: Springer. Lect. Notes Comput. Sci. 8139, 309-323 (2013).
PAC-Bayesian bounds for sparse regression estimation with exponential weights. (English) Zbl 1274.62463
PAC-Bayesian supervised classification: the thermodynamics of statistical learning. (English) Zbl 1277.62015
Some PAC-Bayesian theorems. (English) Zbl 0945.68157
MSC:
68T05
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