AIMC Topic: Models, Statistical

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Hybrid decision tree-based machine learning models for short-term water quality prediction.

Chemosphere Feb 11, 2020
Water resources are the foundation of people's life and economic development, and are closely related to health and the environment. Accurate prediction of water quality is the key to improving water management and pollution control. In this paper, t...
Rivers Oxygen Water Pollution Water Quality Humans Machine Learning Temperature Models, Statistical Decision Trees Water Environmental Monitoring
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Diagnosing schizophrenia with network analysis and a machine learning method.

International journal of methods in psychiatric research Feb 5, 2020
OBJECTIVE: Schizophrenia is a chronic and debilitating neuropsychiatric disorder. It has been suggested that impaired brain connectivity underlies the pathophysiology of schizophrenia. Network analysis has thus recently emerged in the field of schizo...
Humans Machine Learning Brain Support Vector Machine Models, Statistical Female Schizophrenia Diffusion Tensor Imaging Adult Male
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Development and Validation of a Machine Learning Individualized Treatment Rule in First-Episode Schizophrenia.

JAMA network open Feb 5, 2020
IMPORTANCE: Little guidance exists to date on how to select antipsychotic medications for patients with first-episode schizophrenia.
Young Adult Adult Male Middle Aged Prognosis Retrospective Studies Female Antipsychotic Agents Clinical Decision Rules Treatment Outcome Models, Statistical Schizophrenia Machine Learning Precision Medicine Humans
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A novel deep learning model using dosimetric and clinical information for grade 4 radiotherapy-induced lymphopenia prediction.

Physics in medicine and biology Feb 4, 2020
Radiotherapy-induced lymphopenia has increasingly been shown to reduce cancer survivorship. We developed a novel hybrid deep learning model to efficiently integrate an entire set of dosimetric parameters of a radiation treatment plan with a patient's...
Humans Deep Learning Radiation Injuries Radiometry Lymphopenia Models, Statistical Esophageal Neoplasms Radiotherapy
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miRgo: integrating various off-the-shelf tools for identification of microRNA-target interactions by heterogeneous features and a novel evaluation indicator.

Scientific reports Jan 30, 2020
MicroRNAs (miRNAs) are short non-coding RNAs that regulate gene expression and biological processes through binding to messenger RNAs. Predicting the relationship between miRNAs and their targets is crucial for research and clinical applications. Man...
Gene Expression Regulation Support Vector Machine MicroRNAs Humans Models, Statistical Computational Biology Models, Theoretical
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Using Behavioral Analytics to Predict Customer Invoice Payment.

Big data Jan 23, 2020
Experiences from various industries show that companies may have problems collecting customer invoice payments. Studies report that almost half of the small- and medium-sized enterprise and business-to-business invoices in the United States and Unite...
Accounts Payable and Receivable Humans Models, Statistical Machine Learning Biobehavioral Sciences Consumer Behavior Reimbursement Mechanisms
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VAMPr: VAriant Mapping and Prediction of antibiotic resistance via explainable features and machine learning.

PLoS computational biology Jan 13, 2020
Antimicrobial resistance (AMR) is an increasing threat to public health. Current methods of determining AMR rely on inefficient phenotypic approaches, and there remains incomplete understanding of AMR mechanisms for many pathogen-antimicrobial combin...
Drug Resistance, Microbial Whole Genome Sequencing Genome, Bacterial Chromosome Mapping Bacteria Machine Learning Software DNA, Bacterial Algorithms Models, Statistical Anti-Bacterial Agents
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Prediction of Myopia in Adolescents through Machine Learning Methods.

International journal of environmental research and public health Jan 10, 2020
According to literature, myopia has become the second most common eye disease in China, and the incidence of myopia is increasing year by year, and showing a trend of younger age. Previous researches have shown that the occurrence of myopia is mainly...
Male Myopia Humans China Machine Learning Data Collection Adolescent Female Models, Statistical Reproducibility of Results
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Multi-Modal Diagnosis of Infectious Diseases in the Developing World.

IEEE journal of biomedical and health informatics Jan 9, 2020
In low and middle income countries, infectious diseases continue to have a significant impact, particularly amongst the poorest in society. Tetanus and hand foot and mouth disease (HFMD) are two such diseases and, in both, death is associated with au...
Wearable Electronic Devices Child, Preschool Photoplethysmography Models, Statistical Developing Countries Electrocardiography Monitoring, Physiologic Humans Infant Diagnosis, Computer-Assisted Deep Learning Algorithms Communicable Diseases Adult Tetanus Vital Signs Hand, Foot and Mouth Disease
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Prediction of blood pressure variability using deep neural networks.

International journal of medical informatics Jan 8, 2020
PURPOSE: The purpose of our study was to predict blood pressure variability from time-series data of blood pressure measured at home and data obtained through medical examination at a hospital. Previous studies have reported the blood pressure variab...
Female Blood Pressure Determination Male Risk Factors Models, Statistical Cardiovascular Diseases Blood Pressure Humans Aged Time Factors Neural Networks, Computer
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