AIMC Topic: Forecasting

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Developing a short-term prediction model for asthma exacerbations from Swedish primary care patients' data using machine learning - Based on the ARCTIC study.

Respiratory medicine May 26, 2021
OBJECTIVE: The ability to predict impending asthma exacerbations may allow better utilization of healthcare resources, prevention of hospitalization and improve patient outcomes. We aimed to develop models using machine learning to predict risk of ex...
Risk Assessment Disease Progression Comorbidity Models, Theoretical Data Interpretation, Statistical Adolescent Cohort Studies Adult Male Middle Aged Sweden Hospitalization Young Adult Environmental Exposure Risk Status Asthmaticus Humans Forecasting Machine Learning Female
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Addressing Biodisaster X Threats With Artificial Intelligence and 6G Technologies: Literature Review and Critical Insights.

Journal of medical Internet research May 25, 2021
BACKGROUND: With advances in science and technology, biotechnology is becoming more accessible to people of all demographics. These advances inevitably hold the promise to improve personal and population well-being and welfare substantially. It is pa...
Disasters Bioterrorism Artificial Intelligence Natural Language Processing Humans Pandemics Deep Learning Forecasting Biotechnology Social Media
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Hybrid LSTM Self-Attention Mechanism Model for Forecasting the Reform of Scientific Research in Morocco.

Computational intelligence and neuroscience May 25, 2021
Education is the cultivation of people to promote and guarantee the development of society. Education reforms can play a vital role in the development of a country. However, it is crucial to continually monitor the educational model's performance by ...
Algorithms Humans Forecasting Morocco Neural Networks, Computer Machine Learning
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Prediction of the risk of C5 palsy after posterior laminectomy and fusion with cervical myelopathy using a support vector machine: an analysis of 184 consecutive patients.

Journal of orthopaedic surgery and research May 21, 2021
BACKGROUND: This study aimed to predict C5 palsy (C5P) after posterior laminectomy and fusion (PLF) with cervical myelopathy (CM) from routinely available variables using a support vector machine (SVM) method.
Spinal Fusion Multivariate Analysis Spinal Cord Diseases Logistic Models Support Vector Machine Cervical Vertebrae Paralysis Laminectomy Risk Factors Aged Male Middle Aged Postoperative Complications ROC Curve Forecasting Retrospective Studies Female Humans
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Artificial intelligence in urological oncology: An update and future applications.

Urologic oncology May 20, 2021
There continues to be rapid developments and research in the field of Artificial Intelligence (AI) in Urological Oncology worldwide. In this review we discuss the basics of AI, application of AI per tumour group (Renal, Prostate and Bladder Cancer) a...
Urology Urologic Surgical Procedures Humans Urologic Neoplasms Medical Oncology Artificial Intelligence Forecasting
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A COVID-19 Pandemic Artificial Intelligence-Based System With Deep Learning Forecasting and Automatic Statistical Data Acquisition: Development and Implementation Study.

Journal of medical Internet research May 20, 2021
BACKGROUND: More than 79.2 million confirmed COVID-19 cases and 1.7 million deaths were caused by SARS-CoV-2; the disease was named COVID-19 by the World Health Organization. Control of the COVID-19 epidemic has become a crucial issue around the glob...
Neural Networks, Computer Artificial Intelligence Data Analysis Humans SARS-CoV-2 Disease Outbreaks Deep Learning Models, Statistical Pandemics COVID-19 Forecasting
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Influenza forecasting for French regions combining EHR, web and climatic data sources with a machine learning ensemble approach.

PloS one May 19, 2021
Effective and timely disease surveillance systems have the potential to help public health officials design interventions to mitigate the effects of disease outbreaks. Currently, healthcare-based disease monitoring systems in France offer influenza a...
Humans Internet Machine Learning Information Storage and Retrieval Models, Statistical Electronic Health Records France Forecasting Disease Outbreaks Influenza, Human Epidemiological Monitoring Computer Systems Public Health Surveillance Weather Social Media
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Water quality assessment of a river using deep learning Bi-LSTM methodology: forecasting and validation.

Environmental science and pollution research international May 14, 2021
Water is a prime necessity for the survival and sustenance of all living beings. Over the past few years, the water quality of rivers is adversely affected due to harmful wastes and pollutants. This ever-increasing water pollution is a big matter of ...
Forecasting Deep Learning Water Quality Rivers Neural Networks, Computer
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Robust Optimization and Validation of Echo State Networks for learning chaotic dynamics.

Neural networks : the official journal of the International Neural Network Society May 14, 2021
An approach to the time-accurate prediction of chaotic solutions is by learning temporal patterns from data. Echo State Networks (ESNs), which are a class of Reservoir Computing, can accurately predict the chaotic dynamics well beyond the predictabil...
Bayes Theorem Neural Networks, Computer Nonlinear Dynamics Forecasting Computer Systems
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AQI time series prediction based on a hybrid data decomposition and echo state networks.

Environmental science and pollution research international May 12, 2021
A hybrid AQI time series prediction model is proposed based on EWT-SE-VMD secondary decomposition, ICA (imperialist competitive algorithm) feature selection, and ESN (echo state network) neural network. Firstly, EWT (empirical wavelet transform) and ...
Beijing Neural Networks, Computer Wavelet Analysis Algorithms Forecasting
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