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   Articles with "deep ensemble" as a keyword



Selective deep ensemble for instance retrieval

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recommendations! Published in 2018 at "Multimedia Tools and Applications"

DOI: 10.1007/s11042-018-5967-8

Abstract: In public security systems, visual instance retrieval has an explosive growing requirement, especially for large-scale image or video databases. Due to its wide range of applications in surveillance scenario, this paper aims at the retrieval… read more here.

Keywords: ensemble instance; retrieval; instance retrieval; selective deep ... See more keywords

Multitask Deep Ensemble Prediction of Molecular Energetics in Solution: From Quantum Mechanics to Experimental Properties.

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recommendations! Published in 2023 at "Journal of chemical theory and computation"

DOI: 10.1021/acs.jctc.2c01024

Abstract: The past few years have witnessed significant advances in developing machine learning methods for molecular energetics predictions, including calculated electronic energies with high-level quantum mechanical methods and experimental properties, such as solvation free energy and… read more here.

Keywords: deep ensemble; molecular energetics; sphysnet ens5; experimental properties ... See more keywords

Advanced mathematical modeling of mitigating security threats in smart grids through deep ensemble model

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recommendations! Published in 2024 at "Scientific Reports"

DOI: 10.1038/s41598-024-74733-6

Abstract: A smart grid (SG) is a cutting-edge electrical grid that utilizes digital communication technology and automation to effectively handle electricity consumption, distribution, and generation. It incorporates energy storage systems, smart meters, and renewable energy sources… read more here.

Keywords: modeling mitigating; advanced mathematical; model; deep ensemble ... See more keywords

Efficient Evolving Deep Ensemble Medical Image Captioning Network

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recommendations! Published in 2022 at "IEEE Journal of Biomedical and Health Informatics"

DOI: 10.1109/jbhi.2022.3223181

Abstract: With the advancement in artificial intelligence (AI) based E-healthcare applications, the role of automated diagnosis of various diseases has increased at a rapid rate. However, most of the existing diagnosis models provide results in a… read more here.

Keywords: deep ensemble; captioning network; medical image; ensemble medical ... See more keywords

Deep-Ensemble-Learning-Based GPS Spoofing Detection for Cellular-Connected UAVs

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recommendations! Published in 2022 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2022.3195320

Abstract: Unmanned aerial vehicles (UAVs) are an emerging technology in the 5G-and-beyond systems with the promise of assisting cellular communications and supporting IoT deployment in remote and density areas. Safe and secure navigation is essential for… read more here.

Keywords: gps spoofing; deep ensemble; ensemble learning; spoofing detection ... See more keywords

Easy Ensemble: Simple Deep Ensemble Learning for Sensor-Based Human Activity Recognition

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recommendations! Published in 2022 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2022.3222221

Abstract: Sensor-based human activity recognition (HAR) is a paramount technology in the Internet of Things services. HAR using representation learning, which automatically learns a feature representation from raw data, is the mainstream method because it is… read more here.

Keywords: human activity; deep ensemble; ensemble learning; sensor based ... See more keywords

Bits-Ensemble: Toward Light-Weight Robust Deep Ensemble by Bits-Sharing

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recommendations! Published in 2022 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"

DOI: 10.1109/tcad.2022.3197986

Abstract: Robustness and uncertainty estimation is crucial to the safety of deep neural networks (DNNs) deployed on the edge. The deep ensemble model, composed of a set of individual DNNs (namely members), has strong performance in… read more here.

Keywords: ensemble toward; deep ensemble; toward light; light weight ... See more keywords

Deep Ensemble CNN Method Based on Sample Expansion for Hyperspectral Image Classification

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recommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"

DOI: 10.1109/tgrs.2022.3183189

Abstract: With the continuous progress of computer deep learning technology, convolutional neural network (CNN), as a representative approach, provides a unique solution for hyperspectral image (HSI) classification. However, the parameters of CNN cannot be well-tuned when… read more here.

Keywords: ensemble cnn; deep ensemble; classification; cnn ... See more keywords

Employing Deep Ensemble Learning for Improving the Security of Computer Networks against Adversarial Attacks

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recommendations! Published in 2022 at "IEEE Transactions on Network and Service Management"

DOI: 10.1109/tnsm.2023.3267831

Abstract: In the past few years, Convolutional Neural Networks (CNN) have demonstrated promising performance in various real-world cybersecurity applications, such as network and multimedia security. However, the underlying fragility of CNN structures poses major security problems,… read more here.

Keywords: adversarial attacks; deep ensemble; computer networks; security ... See more keywords

Toward Improved Load Forecasting in Smart Grids: A Robust Deep Ensemble Learning Framework

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recommendations! Published in 2024 at "IEEE Transactions on Smart Grid"

DOI: 10.1109/tsg.2024.3402011

Abstract: This paper presents an advanced deep ensemble learning framework for short-term load forecasting (STLF). The refined deep ensemble model (DEM), complemented with a flexible error compensation (FEC) strategy, is introduced to improve both forecast accuracy… read more here.

Keywords: framework; ensemble learning; load forecasting; learning framework ... See more keywords

Deep Ensemble With Proliferation of PV Energy for Bidirectional Evaluation of Voltage Stability Margin

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recommendations! Published in 2020 at "IEEE Transactions on Sustainable Energy"

DOI: 10.1109/tste.2019.2905691

Abstract: This paper proposes an algorithm for the bidirectional evaluation of voltage stability margin (VSM) with a large photovoltaic (PV) power penetration. To address the variability caused by loads and PV for bidirectional VSM, a deep… read more here.

Keywords: deep ensemble; stability margin; evaluation voltage; energy ... See more keywords