Results 41 to 50 of about 15,672,752 (147)

Federated learning with continual update for privacy-preserving clinical event prediction across distributed hospitals using MCN-GNN

Scientific Reports
Federated Learning (FL) enables accurate and secure Clinical Event Prediction (CEP) across distributed hospitals. However, the prevailing works overlooked the catastrophic forgetting during the global update. Therefore, a Meta Experience Polynomial Decay-
K. Jagdeesh, N. Kanimozhi, Tanvir H. Sardar, N. Naveenkumar, B. Mahalakshmi, A. Chandrasekar, M. Karpagam, Sk Mahmudul Hasan   +7 more
doaj   +1 more source

PROBING POTENTIAL OUTPUT: MONETARY POLICY, CREDIBILITY AND OPTIMAL LEARNING UNDER UNCERTAINTY [PDF]

The effective conduct of monetary policy is hampered by uncertainty surrounding the level of potential output. Here, the case for following a more aggressive policy to learn about the economy is considered in a model where potential output is changing ...
James Yetman
core  

Supplementary Material from A Robust High-Content Imaging Approach for Probing the Mechanism of Action and Phenotypic Outcomes of Cell-Cycle Modulators

, 2011
Supplementary Material from A Robust High-Content Imaging Approach for Probing the Mechanism of Action and Phenotypic Outcomes of Cell-Cycle ...
Wayne Blosser (555110), Jeffrey J. Sutherland (698432), Jonathan Low (391915), Thomas A. Engler (15064927), Michele Dowless (2556769), Louis F. Stancato (14894976)   +5 more
core   +1 more source

Robust Optimization Model for Remanufacturing System in Uncertain Reverse Logistics Environment

, 2008
The remanufacturing process of reusable parts in uncertain reverse logistics environment is considered. An existing framework for remanufacturing system is adopted.
Zhu YL(朱云龙), Xu Jia-wang, Zhang F(张芳), Xu JW(徐家旺), Zhang Fang, Zhu Yun-long   +5 more
core   +1 more source

Robust estimators for the fixed effects panel data model. [PDF]

The presence of outlying observations in panel data can affect the classical estimates in a dramatic way. Nevertheless the common practice seems to disregard the problem.
Croux, Christophe, Bramati, M
core  

ISAAC: Prior-aligned structural sensitivity auditing for drug–target interaction models

Artificial Intelligence in the Life Sciences
Deep learning models for drug–target interaction (DTI) prediction often achieve strong benchmark performance while relying on input patterns that are not captured by standard accuracy-based evaluation.
Barbara Tarantino, Sun Kim, Yijingxiu Lu, Paolo Giudici   +3 more
doaj   +1 more source

A Novel Sequential Monte Carlo Algorithm for Parameter Estimation in Eco‐Hydrological Models

Water Resources Research
Bayesian inference offers a flexible framework for parameter estimation and uncertainty quantification in eco‐hydrological models. However, simultaneously achieving robust posterior exploration and high computational efficiency for multimodal, high ...
Cong Xu, Kun Zhang, Gaofeng Zhu, Xin Li, Chuang Wei   +4 more
doaj   +1 more source

Assessing Stand-to-Sit Kinematics via mmWave Radar: A Real-to-Sim Robust Bidirectional State-Space Model

Applied Sciences
Continuous monitoring of the Stand-to-Sit (STS) transition serves as a critical indicator of lower-limb frailty in the elderly, for which millimeter-wave radar provides an ideal privacy-preserving, device-free sensing solution.
Yancheng Liu, Yan Fu, Le Chang, Zhengke Gao, Alex Mihailidis   +4 more
doaj   +1 more source

How Robust is Robust Control in the Time Domain? [PDF]

By applying robust control the decision maker wants to make good decisions when his model is only a good approximation of the true one. Such decisions are said to be robust to model misspecification.
Marco P. Tucci
core  

Transient Wave‐Based Data Assimilation for Localizing Multiple Leaks in Water Pipe Networks

Water Resources Research
Due to aging without timely renewal, hidden leaks continually occur in urban water distribution systems. Time‐domain full‐waveform inversion is a robust and flexible method for localizing multiple leaks in water pipe networks. However, as a deterministic
Qiuru Chen, Jiangjiang Zhang, Huan‐Feng Duan, Tong‐Chuan Che   +3 more
doaj   +1 more source