Ikuti
Matthew J. Holland
Matthew J. Holland
Email yang diverifikasi di ar.sanken.osaka-u.ac.jp - Beranda
Judul
Dikutip oleh
Dikutip oleh
Tahun
PAC-Bayes under potentially heavy tails
MJ Holland
NeurIPS 2019, 2019
382019
Efficient learning with robust gradient descent
MJ Holland, K Ikeda
Machine Learning 108 (8), 1523-1560, 2019
322019
Robust descent using smoothed multiplicative noise
MJ Holland
AISTATS 2019, 2018
282018
Better generalization with less data using robust gradient descent
M Holland, K Ikeda
ICML 2019, 2761-2770, 2019
242019
Robust regression using biased objectives
MJ Holland, K Ikeda
Machine Learning 106, 1643-1679, 2017
162017
Learning with risk-averse feedback under potentially heavy tails
MJ Holland, EM Haress
AISTATS 2021, 892-900, 2021
13*2021
Spectral risk-based learning using unbounded losses
MJ Holland, EM Haress
AISTATS 2022, 1871-1886, 2022
122022
Forecasting in wind energy applications with site-adaptive Weibull estimation
MJ Holland, K Ikeda
ICASSP 2014, 2184-2188, 2014
92014
Robustness and scalability under heavy tails, without strong convexity
MJ Holland
AISTATS 2021, 865-873, 2021
82021
Making learning more transparent using conformalized performance prediction
MJ Holland
ICML 2021 Workshop on Distribution-Free Uncertainty Quantification, 2020
82020
Minimum Proper Loss Estimators for Parametric Models
MJ Holland, K Ikeda
IEEE Transactions on Signal Processing 64 (3), 704-713, 2016
82016
A Survey of Learning Criteria Going beyond the Usual Risk
MJ Holland, K Tanabe
Proceedings of the AAAI Conference on Artificial Intelligence 38 (20), 22698 …, 2024
6*2024
Learning with risks based on M-location
MJ Holland
Machine Learning 111 (12), 4679-4718, 2022
6*2022
Location robust estimation of predictive Weibull parameters in short-term wind speed forecasting
MJ Holland, K Ikeda
ICASSP 2015, 3996-4000, 2015
52015
Flexible risk design using bi-directional dispersion
MJ Holland
International Conference on Artificial Intelligence and Statistics, 1586-1623, 2023
42023
Distribution-robust mean estimation via smoothed random perturbations
MJ Holland
arXiv preprint arXiv:1906.10300, 2019
42019
Classification using margin pursuit
MJ Holland
AISTATS 2019, 2018
42018
Anytime guarantees under heavy-tailed data
MJ Holland
Proceedings of the AAAI Conference on Artificial Intelligence 36 (6), 6918-6925, 2022
32022
Implicit regularization via soft ascent-descent
MJ Holland, K Nakatani
CoRR, 2023
22023
Scaling-up robust gradient descent techniques
MJ Holland
Proceedings of the AAAI Conference on Artificial Intelligence 35 (9), 7694-7701, 2021
22021
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