Author: Sina F. Ardabili; Amir MOSAVI; Pedram Ghamisi; Filip Ferdinand; Annamaria R. Varkonyi-Koczy; Uwe Reuter; Timon Rabczuk; Peter M. Atkinson
Title: COVID-19 Outbreak Prediction with Machine Learning Document date: 2020_4_22
ID: nu0pn2q8_9
Snippet: As the lead-time increases, the accuracy of the model declines. For instance, for the COVID-19 outbreak in Italy, the accuracy of the model for more than 5-days-in-the-future reduces from = 1 for the first five days to = 0.86 for day 6 [12] . Due to the complexity and the large-scale nature of the problem in developing epidemiological models, machine learning (ML) has recently gained attention for building outbreak prediction models. ML approache.....
Document: As the lead-time increases, the accuracy of the model declines. For instance, for the COVID-19 outbreak in Italy, the accuracy of the model for more than 5-days-in-the-future reduces from = 1 for the first five days to = 0.86 for day 6 [12] . Due to the complexity and the large-scale nature of the problem in developing epidemiological models, machine learning (ML) has recently gained attention for building outbreak prediction models. ML approaches aim at developing models with higher generalization ability and greater prediction reliability for longer lead-times [29] [30] [31] [32] [33] .
Search related documents:
Co phrase search for related documents- develop model and epidemiological model develop: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- develop model and future reduce: 1, 2
- develop model and Italy outbreak: 1, 2, 3, 4, 5, 6
- develop model and large scale: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- develop model and lead time: 1
- develop model and machine learning: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- develop model and ML approach: 1
- develop model and ML machine learning: 1, 2, 3, 4, 5, 6, 7, 8, 9
- develop model and model accuracy: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- develop model and outbreak prediction model: 1
- develop model and prediction model: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- epidemiological model and future reduce: 1, 2
- epidemiological model and Italy outbreak: 1, 2, 3, 4, 5, 6, 7, 8
- epidemiological model and large scale: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- epidemiological model and machine learning: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- epidemiological model and ML machine learning: 1
- epidemiological model and model accuracy: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14
- epidemiological model and outbreak prediction model: 1
- epidemiological model and prediction model: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24
Co phrase search for related documents, hyperlinks ordered by date