Differential good arm identification

YD Tsai, TH Tsai, SD Lin - arXiv preprint arXiv:2303.07154, 2023 - arxiv.org
… the stochastic multi-armed bandit problem known as good arm identification (GAI). GAI is a …
good arms as possible using the fewest number of samples. A good arm is defined as an arm

Differentially Private Best-Arm Identification

A Azize, M Jourdan, AA Marjani, D Basu - arXiv preprint arXiv:2406.06408, 2024 - arxiv.org
… -dependent adaptive episodes and adds Laplace noise to ensure a good privacyutility trade-off.
… information on Differential Privacy (DP) in Section 2.1, and Best-Arm Identification in the …

On the complexity of differentially private best-arm identification with fixed confidence

A Azize, M Jourdan, A Al Marjani… - Advances in Neural …, 2024 - proceedings.neurips.cc
… Best Arm Identification (BAI) problems are progressively … with fixed confidence under ϵ-global
Differential Privacy (DP). First… algorithms since they have good theoretical guarantees and …

Secure best arm identification in multi-armed bandits

R Ciucanu, P Lafourcade, M Lombard-Platet… - … on Information Security …, 2019 - Springer
… Therefore, best-arm identification algorithms are a good fit for … multi-armed bandits using
differential privacy techniques [5, 6… line of work based on differential privacy and our work based …

lil'HDoC: an algorithm for good arm identification under small threshold gap

TH Tsai, YD Tsai, SD Lin - … -Asia Conference on Knowledge Discovery and …, 2024 - Springer
… 2.1 Good Arm Identification Kano [11] proposed a formulation of the good arm identification
problem, derived from the threshold bandit problem. This formulation addresses a new type …

A prototype arm signature identification system

H Stone, A Sanderson - Proceedings. 1987 IEEE International …, 1987 - ieeexplore.ieee.org
… offer numerous advantages for arm signature identification. The prototype … arm signature
system. Experience with this prototype system has demonstrated that the S-Model identification

Multi-agent best arm identification with private communications

A Rio, M Barlier, I Colin… - … Conference on Machine …, 2023 - proceedings.mlr.press
… In this situation, the well-known differential privacy (DP) (… 2006) framework ensures good
guarantees against privacy … and not the best arm itself), we seek differential privacy with respect …

[BOOK][B] Identification, diagnosis, and control of a flexible robot arm

M Östring - 2002 - rt.isy.liu.se
… Here direct identification of physical parameters of flexible robots are … robot arm can be
described by a partial differential equation. However it is found that a linear model gives good

Subgroup identification based on differential effect search—a recursive partitioning method for establishing response to treatment in patient subpopulations

I Lipkovich, A Dmitrienko, J Denne… - Statistics in …, 2011 - Wiley Online Library
good chance to be replicated with other data. In this paper, we propose a new method for
predictive subgroup identification, termed the subgroup identification … to two arms (placebo and …

Proper imputation of missing values in proteomics datasets for differential expression analysis

M Liu, A Dongre - Briefings in Bioinformatics, 2021 - academic.oup.com
… of the MNAR dataset allows the identification of true DEPs of … arm to be good. It would be
hard to consistently and adequately identify small effects with less than five samples per arm