Articles with "ensemble framework" as a keyword



scASK: A Novel Ensemble Framework for Classifying Cell Types Based on Single-cell RNA-seq Data

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Published in 2021 at "IEEE Journal of Biomedical and Health Informatics"

DOI: 10.1109/jbhi.2021.3050963

Abstract: The Human Cell Atlas (HCA) is a large project that aims to identify all cell types in the human body. The dimension reduction and clustering for identification of cell types from single-cell RNA-sequencing (scRNA-seq) data… read more here.

Keywords: scask; cell types; cell; seq data ... See more keywords

Small-Sample-Learning-Based Lithium-Ion Batteries Health Assessment: An Optimized Ensemble Framework

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Published in 2024 at "IEEE Transactions on Industry Applications"

DOI: 10.1109/tia.2024.3351619

Abstract: Machine Learning is widely studied in battery state of health (SOH) estimation due to its advantage in establishing the non-linear mapping between measurements and SOH. However, the requirement of a big dataset and the lack… read more here.

Keywords: soh estimation; ensemble framework; small sample; sample learning ... See more keywords

ENIDS: A Deep Learning-Based Ensemble Framework for Network Intrusion Detection Systems

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Published in 2024 at "IEEE Transactions on Network and Service Management"

DOI: 10.1109/tnsm.2024.3414305

Abstract: Rapid and widespread adoption of emerging Information Technology (IT) infrastructures and services in commercial and private endeavors opens new horizons for novel cyberattacks. Network Intrusion Detection Systems (NIDS) gained attention as an effective means of… read more here.

Keywords: framework; intrusion detection; network intrusion; ensemble framework ... See more keywords

Developing a Multimodel Ensemble Framework for Improved Streamflow Simulation in the Amudarya River Basin

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Published in 2025 at "Journal of Hydrometeorology"

DOI: 10.1175/jhm-d-25-0055.1

Abstract: There is a broad consensus that an ensemble of Global Climate Models (GCMs) generally outperforms individual models and is, therefore, preferred in water resources impact assessment studies for better planning and management. However, the reliability… read more here.

Keywords: framework; amudarya river; ensemble framework; river basin ... See more keywords

An Ensemble Framework of Evolutionary Algorithm for Constrained Multi-Objective Optimization

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Published in 2022 at "Symmetry"

DOI: 10.3390/sym14010116

Abstract: In the real-world, symmetry or asymmetry widely exists in various problems. Some of them can be formulated as constrained multi-objective optimization problems (CMOPs). During the past few years, handling CMOPs by evolutionary algorithms has become… read more here.

Keywords: ensemble framework; multi objective; constrained multi; framework ... See more keywords

An Ensemble Framework to Forest Optimization Based Reduct Searching

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Published in 2022 at "Symmetry"

DOI: 10.3390/sym14061277

Abstract: Essentially, the solution to an attribute reduction problem can be viewed as a reduct searching process. Currently, among various searching strategies, meta-heuristic searching has received extensive attention. As a new emerging meta-heuristic approach, the forest… read more here.

Keywords: ensemble framework; reduct searching; reduct; framework ... See more keywords