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Nicklas Werge
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Year
AdaVol: An Adaptive Recursive Volatility Prediction Method
N Werge, O Wintenberger
Econometrics and Statistics 23, 19-35, 2022
92022
Non-asymptotic analysis of stochastic approximation algorithms for streaming data
A Godichon-Baggioni, N Werge, O Wintenberger
ESAIM: Probability and Statistics 27, 482-514, 2023
82023
Learning from time-dependent streaming data with online stochastic algorithms
A Godichon-Baggioni, N Werge, O Wintenberger
Transactions on Machine Learning Research, 2023
52023
Predicting risk-adjusted returns using an asset independent regime-switching model
N Werge
Expert Systems with Applications 184, 115576, 2021
32021
An adaptive volatility method for probabilistic forecasting and its application to the M6 financial forecasting competition
J de Vilmarest, N Werge
arXiv preprint arXiv:2303.01855, 2023
12023
Probabilistic Actor-Critic: Learning to Explore with PAC-Bayes Uncertainty
B Tasdighi, N Werge, YS Wu, M Kandemir
arXiv preprint arXiv:2402.03055, 2024
2024
On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations
A Godichon-Baggioni, N Werge
arXiv preprint arXiv:2311.17753, 2023
2023
Demystifying the Myths and Legends of Nonconvex Convergence of SGD
A Dutta, EH Bergou, S Boucherouite, N Werge, M Kandemir, X Li
arXiv preprint arXiv:2310.12969, 2023
2023
BOF-UCB: A Bayesian-Optimistic Frequentist Algorithm for Non-Stationary Contextual Bandits
N Werge, A Akgül, M Kandemir
arXiv preprint arXiv:2307.03587, 2023
2023
Learning from time-dependent streaming data with online stochastic algorithms
N Werge
Sorbonne Université, 2022
2022
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