AIMC Topic:
Supervised Machine Learning

Clear Filters Showing 1421 to 1430 of 1635 articles

DGCL: dual-graph neural networks contrastive learning for molecular property prediction.

Briefings in bioinformatics Sep 23, 2024
In this paper, we propose DGCL, a dual-graph neural networks (GNNs)-based contrastive learning (CL) integrated with mixed molecular fingerprints (MFPs) for molecular property prediction. The DGCL-MFP method contains two stages. In the first pretraini...
Area Under Curve Supervised Machine Learning Databases as Topic ROC Curve Small Molecule Libraries Graph Neural Networks
View on PubMed DOI

Algorithm-agnostic significance testing in supervised learning with multimodal data.

Briefings in bioinformatics Sep 23, 2024
MOTIVATION: Valid statistical inference is crucial for decision-making but difficult to obtain in supervised learning with multimodal data, e.g. combinations of clinical features, genomic data, and medical images. Multimodal data often warrants the u...
Humans Algorithms Liver Neoplasms Computational Biology Supervised Machine Learning
View on PubMed DOI

Trainable Reference Spikes Improve Temporal Information Processing of SNNs With Supervised Learning.

Neural computation Sep 17, 2024
Spiking neural networks (SNNs) are the next-generation neural networks composed of biologically plausible neurons that communicate through trains of spikes. By modifying the plastic parameters of SNNs, including weights and time delays, SNNs can be t...
Models, Neurological Humans Neurons Supervised Machine Learning Action Potentials Neural Networks, Computer Time Factors
View on PubMed DOI

Anatomy-specific Progression Classification in Chest Radiographs via Weakly Supervised Learning.

Radiology. Artificial intelligence Sep 1, 2024
Purpose To develop a machine learning approach for classifying disease progression in chest radiographs using weak labels automatically derived from radiology reports. Materials and Methods In this retrospective study, a twin neural network was devel...
Humans Female Radiographic Image Interpretation, Computer-Assisted Middle Aged Supervised Machine Learning Neural Networks, Computer Adult Disease Progression Retrospective Studies Male Radiography, Thoracic
View on PubMed DOI

Active Learning Pipeline to Identify Candidate Terms for a CDSS Ontology.

Studies in health technology and informatics Aug 22, 2024
Ontology is essential for achieving health information and information technology application interoperability in the biomedical fields and beyond. Traditionally, ontology construction is carried out manually by human domain experts (HDE). Here, we e...
Problem-Based Learning Humans Supervised Machine Learning Terminology as Topic Vocabulary, Controlled Biological Ontologies
View on PubMed DOI

Weakly Supervised Breast Ultrasound Image Segmentation Based on Image Selection.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
Automatic segmentation in Breast Ultrasound (BUS) imaging is vital to BUS computer-aided diagnostic systems. Fully supervised learning approaches can attain high accuracy, yet they depend on pixel-level annotations that are challenging to obtain. As ...
Image Processing, Computer-Assisted Female Humans Breast Supervised Machine Learning Ultrasonography, Mammary Breast Neoplasms Algorithms Image Interpretation, Computer-Assisted
View on PubMed DOI

Computer vision-inspired contrastive learning for self-supervised anomaly detection in sensor-based remote healthcare monitoring.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
Sensor-based remote healthcare monitoring is a promising approach for timely detection of adverse health events such as falls or infections in people living with dementia (PLwD) in the home, and reducing preventable hospital admissions. Current anoma...
Algorithms Humans Dementia Remote Sensing Technology Machine Learning Monitoring, Physiologic Supervised Machine Learning
View on PubMed DOI

CGDM-GAN: An Adversarial Network Approach with Self-supervised Learning for Site Effect Removal.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
Imaging data collected from different sites is difficult to pool together due to unwarranted variations introduced by different acquisition protocols or scanners. Data harmonization is an effective way to mitigate site-specific bias while preserving ...
Humans Supervised Machine Learning Neuroimaging Neural Networks, Computer Image Processing, Computer-Assisted Algorithms Magnetic Resonance Imaging
View on PubMed DOI

Exploring Self-Supervised Models for Depressive Disorder Detection: A Study on Speech Corpora.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
Automatic detection of depressive disorder from speech signals can help improve medical diagnosis reliability. However, a significant challenge in this field is that most of the available depression datasets are relatively small, which limits the eff...
Humans Algorithms Depressive Disorder Signal Processing, Computer-Assisted Speech Support Vector Machine Supervised Machine Learning Bayes Theorem
View on PubMed DOI

Shared-task Self-supervised Learning for Estimating Free Movement Unified Parkinson's Disease Rating Scale III.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
The Unified Parkinson's Disease Rating Scale (UP-DRS) is used to recognize patients with Parkinson's disease (PD) and rate its severity in clinical settings. Machine learning and wearables can reduce the need for clinical examinations and provide a r...
Supervised Machine Learning Movement Wearable Electronic Devices Parkinson Disease Female Humans Aged Neural Networks, Computer Middle Aged Male Severity of Illness Index
View on PubMed DOI
Popular Topics
Recent Journals