Rapidly Adapting Moment Estimation

G Zhang, K Niwa, WB Kleijn - arXiv preprint arXiv:1902.09030, 2019 - arxiv.org
… the first moment rapidly, which is why it is referred to as rapidly adapting moment estimation
(… In this paper, we have proposed a new adaptive gradient method for training DNNs, which …

[PDF][PDF] A modification of adaptive moment estimation (adam) for machine learning

J Yang, Q Long - Journal of Industrial and Management …, 2024 - aimsciences.org
… Among all the variations and improvements, the adaptive moment estimation (Adam) is one
of the classics. However, Adam has also been pointed out to have non-convergence or error-…

Adaptive testing based on moment estimation

P Xiao, Y Yin, B Liu, B Jiang… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
… AT based on moment estimation (AT-ME) to address this problem. The proposed approach
uses moment estimation to serve as the algorithm of parameter estimation, which reduces the …

An Adaptive Moment estimation method for online AUC maximization

X Liu, Z Pan, H Yang, X Zhou, W Bai, X Niu - PloS one, 2019 - journals.plos.org
… , Adaptive Moment estimation method for Online AUC Maximization. It applies the estimation
of moments of … Our method mitigates the rapid decay of learning rates by using exponential …

Parameter tuning using adaptive moment estimation in deep learning neural networks

E Okewu, S Misra, FS Lius - … Conference on Computational Science and Its …, 2020 - Springer
… Additionally, we intend to verify if those that use adaptive moment estimation (such as Adam
and RMSProp) for parameter tuning have gains over others. Our motivation is to leverage …

An Improved Adaptive Moment Estimation Algorithm for the Industrial Robot Calibration

T Chen, S Li - 2024 IEEE International Conference on Systems …, 2024 - ieeexplore.ieee.org
… that combines an adaptive and momental bound algorithm with decoupled weight decay (AdaModW),
which has three-fold ideas: a) adopting an adaptive moment estimation (Adam) …

Adaptive estimation of regression models via moment restrictions

WK Newey - Journal of Econometrics, 1988 - Elsevier
This paper considers adaptive estimation of regression models by means of generalized
method of moments estimators. Two models are considered, one with an iid disturbance that is …

Broad learning system using rectified adaptive moment estimation for harmonic detection and analysis

C Li, C Sun, Z Chen, Y Zhang - IEEE Transactions on Industrial …, 2023 - ieeexplore.ieee.org
… The rapid and high-precision harmonic detection and analysis technology will set the …
fast-converging adaptive parameter learning strategy using rectified adaptive moment estimation (…

EXAdam: The Power of Adaptive Cross-Moments

AM Adly - arXiv preprint arXiv:2412.20302, 2024 - arxiv.org
… in treating the first moment estimate m and the second moment estimate v. Specifically, v …
where the loss landscape changes rapidly, the immediate responsiveness provided by g …

Adaptive moment estimation for universal portfolio selection strategy

J He, F Peng - Optimization and Engineering, 2023 - Springer
… unable to make investment decisions rapidly, especially in high-… moment estimation to
maintain the direction of the historical gradient and second-order moment estimation for adaptive