AIMC Topic: Communicable Diseases

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A novel model for malaria prediction based on ensemble algorithms.

PloS one Dec 26, 2019
BACKGROUND AND OBJECTIVE: Most previous studies adopted single traditional time series models to predict incidences of malaria. A single model cannot effectively capture all the properties of the data structure. However, a stacking architecture can s...
Malaria China Incidence Humans Algorithms Communicable Diseases Deep Learning
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Location of sources in reaction-diffusion equations using support vector machines.

PloS one Dec 5, 2019
The reaction-diffusion equation serves to model systems in the diffusion regime with sources. Specific applications include diffusion processes in chemical reactions, as well as the propagation of species, diseases, and populations in general. In som...
Communicable Diseases Animals Diffusion Population Disease Vectors Disease Outbreaks Support Vector Machine Models, Biological
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Ontology based mining of pathogen-disease associations from literature.

Journal of biomedical semantics Sep 18, 2019
BACKGROUND: Infectious diseases claim millions of lives especially in the developing countries each year. Identification of causative pathogens accurately and rapidly plays a key role in the success of treatment. To support infectious disease researc...
Internet Data Mining Biological Ontologies Communicable Diseases
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Machine learning for clinical decision support in infectious diseases: a narrative review of current applications.

Clinical microbiology and infection : the official publication of the European Society of Clinical Microbiology and Infectious Diseases Sep 17, 2019
BACKGROUND: Machine learning (ML) is a growing field in medicine. This narrative review describes the current body of literature on ML for clinical decision support in infectious diseases (ID).
Clinical Decision-Making Sepsis Decision Support Systems, Clinical Machine Learning Communicable Diseases Anti-Infective Agents Early Diagnosis Patient Outcome Assessment Humans Artificial Intelligence
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Artificial intelligence to support clinical decision-making processes.

EBioMedicine Jul 11, 2019
Clinical Decision-Making Artificial Intelligence Decision Support Systems, Clinical Machine Learning Medical Informatics Disease Management Communicable Diseases Humans Neural Networks, Computer
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Artificial Intelligence for infectious disease Big Data Analytics.

Infection, disease & health Nov 2, 2018
BACKGROUND: Since the beginning of the 21st century, the amount of data obtained from public health surveillance has increased dramatically due to the advancement of information and communications technology and the data collection systems now in pla...
Communicable Disease Control Disease Eradication Communicable Diseases Big Data Malaria Humans Artificial Intelligence
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EAPB: entropy-aware path-based metric for ontology quality.

Journal of biomedical semantics Aug 10, 2018
BACKGROUND: Entropy has become increasingly popular in computer science and information theory because it can be used to measure the predictability and redundancy of knowledge bases, especially ontologies. However, current entropy applications that e...
Humans Communicable Diseases Biological Ontologies Entropy
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Predicting Infectious Disease Using Deep Learning and Big Data.

International journal of environmental research and public health Jul 27, 2018
Infectious disease occurs when a person is infected by a pathogen from another person or an animal. It is a problem that causes harm at both individual and macro scales. The Korea Center for Disease Control (KCDC) operates a surveillance system to mi...
Deep Learning Models, Theoretical Forecasting Communicable Diseases Republic of Korea Humans Algorithms
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Intelligent judgements over health risks in a spatial agent-based model.

International journal of health geographics Mar 20, 2018
BACKGROUND: Millions of people worldwide are exposed to deadly infectious diseases on a regular basis. Breaking news of the Zika outbreak for instance, made it to the main media titles internationally. Perceiving disease risks motivate people to adap...
Risk Factors Bayes Theorem Health Behavior Spatial Analysis Ghana Waste Disposal Facilities Machine Learning Humans Algorithms Cholera Artificial Intelligence Communicable Diseases
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The utility of LASSO-based models for real time forecasts of endemic infectious diseases: A cross country comparison.

Journal of biomedical informatics Feb 27, 2018
INTRODUCTION: Accurate and timely prediction for endemic infectious diseases is vital for public health agencies to plan and carry out any control methods at an early stage of disease outbreaks. Climatic variables has been identified as important pre...
Malaria Japan Climate Reproducibility of Results Taiwan Infectious Disease Medicine Wavelet Analysis Public Health Singapore Algorithms Hand, Foot and Mouth Disease Disease Outbreaks Humans Thailand Forecasting Chickenpox Communicable Disease Control Machine Learning Incidence Communicable Diseases Dengue Models, Statistical
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