AIMC Topic: ROC Curve

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Predicting breast cancer risk using personal health data and machine learning models.

PloS one Dec 27, 2019
Among women, breast cancer is a leading cause of death. Breast cancer risk predictions can inform screening and preventative actions. Previous works found that adding inputs to the widely-used Gail model improved its ability to predict breast cancer ...
Health Records, Personal Humans Breast Neoplasms Middle Aged Machine Learning Risk Assessment Female ROC Curve Aged
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Classification of adaptor proteins using recurrent neural networks and PSSM profiles.

BMC genomics Dec 24, 2019
BACKGROUND: Adaptor proteins are carrier proteins that play a crucial role in signal transduction. They commonly consist of several modular domains, each having its own binding activity and operating by forming complexes with other intracellular-sign...
Position-Specific Scoring Matrices Deep Learning ROC Curve Adaptor Proteins, Signal Transducing
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Predicting drug-target interactions from drug structure and protein sequence using novel convolutional neural networks.

BMC bioinformatics Dec 24, 2019
BACKGROUND: Accurate identification of potential interactions between drugs and protein targets is a critical step to accelerate drug discovery. Despite many relative experimental researches have been done in the past decades, detecting drug-target i...
Enzymes Area Under Curve Humans Neural Networks, Computer Pharmaceutical Preparations Protein Binding Amino Acid Sequence User-Computer Interface Proteins ROC Curve
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Occurrence prediction of pests and diseases in cotton on the basis of weather factors by long short term memory network.

BMC bioinformatics Dec 24, 2019
BACKGROUND: The occurrence of cotton pests and diseases has always been an important factor affecting the total cotton production. Cotton has a great dependence on environmental factors during its growth, especially climate change. In recent years, m...
ROC Curve Area Under Curve Seasons Humidity Neural Networks, Computer Plant Diseases Gossypium Temperature Climate
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Prostate Cancer Detection using Deep Convolutional Neural Networks.

Scientific reports Dec 20, 2019
Prostate cancer is one of the most common forms of cancer and the third leading cause of cancer death in North America. As an integrated part of computer-aided detection (CAD) tools, diffusion-weighted magnetic resonance imaging (DWI) has been intens...
Deep Learning ROC Curve Prostatic Neoplasms Diffusion Magnetic Resonance Imaging Humans Neural Networks, Computer Male
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Gait Biomarkers Classification by Combining Assembled Algorithms and Deep Learning: Results of a Local Study.

Computational and mathematical methods in medicine Dec 19, 2019
Machine learning, one of the core disciplines of artificial intelligence, is an approach whose main emphasis is analytical model building. In other words, machine learning enables an automaton to make its own decisions based on a previous training pr...
Accelerometry Reproducibility of Results Diabetic Neuropathies Databases, Factual Humans Walking Adult Biomarkers Artificial Intelligence Gait Male Algorithms Female Monitoring, Ambulatory ROC Curve Middle Aged Mexico Deep Learning
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Detecting antimicrobial peptides by exploring the mutual information of their sequences.

Journal of biomolecular structure & dynamics Dec 18, 2019
The rise of antibiotic resistance in pathogenic bacteria is a growing concern for every part of the world. The present study shows the prediction efficiency of mutual information for the classification of antimicrobial peptides. The proven role of an...
ROC Curve Bacteria Antimicrobial Cationic Peptides Machine Learning Pore Forming Cytotoxic Proteins
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Machine learning classifiers-based prediction of normal-tension glaucoma progression in young myopic patients.

Japanese journal of ophthalmology Dec 17, 2019
PURPOSE: To assess the performance of machine learning classifiers for prediction of progression of normal-tension glaucoma (NTG) in young myopic patients.
Young Adult Adult Cross-Sectional Studies Intraocular Pressure Humans Machine Learning Female Tomography, Optical Coherence Nerve Fibers Retinal Ganglion Cells Gonioscopy Slit Lamp Microscopy Visual Fields Visual Field Tests Diagnosis, Computer-Assisted Low Tension Glaucoma ROC Curve Area Under Curve Male Disease Progression Myopia
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Multiple Compounds Recognition from The Tandem Mass Spectral Data Using Convolutional Neural Network.

Molecules (Basel, Switzerland) Dec 15, 2019
Mixtures analysis can provide more information than individual components. It is important to detect the different compounds in the real complex samples. However, mixtures are often disturbed by impurities and noise to influence the accuracy. Purific...
Algorithms Reproducibility of Results Drug Discovery ROC Curve Humans Support Vector Machine Neural Networks, Computer Tandem Mass Spectrometry
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A validation of machine learning-based risk scores in the prehospital setting.

PloS one Dec 13, 2019
BACKGROUND: The triage of patients in prehospital care is a difficult task, and improved risk assessment tools are needed both at the dispatch center and on the ambulance to differentiate between low- and high-risk patients. This study validates a ma...
Hospitalization Aged Male ROC Curve Triage Middle Aged Risk Assessment Prospective Studies Female Sweden Humans Machine Learning Ambulances Emergency Service, Hospital Critical Care Needs Assessment
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