Building a platform for data-driven pandemic prediction : from data modelling to visualisation - the CovidLP Project /: from data modelling to visualisation - the CovidLP Project. (2021)

• Record Type: Book
• Further Information: Note: Edited by Dani Gamerman, Marcos O. Prates, Thais Paiva, Vinicius D. Mayrink.
• Editors: Gamerman, Dani; Prates, Marcos O; Paiva, Thais; Mayrink, Vinicius D
• Contents: I Introduction; 1. Overview of the book; Dani Gamerman, Thais Paiva, Guido A. Moreira, and Juliana Freitas ; 2. Pandemic Data; Dani Gamerman, Vinicius D. Mayrink, and Leonardo S. Bastos II Modelling; 3. Basic Epidemiological Features; Dani Gamerman, Juliana Freitas, and Leonardo Nascimento; 4. Data Distributions; Guido A. Moreira, Juliana Freitas, and Dani Gamerman ; 5. Modelling Specific Data Features; Guido A. Moreira, Juliana Freitas, Leonardo Nascimento, and Ricardo C.Pedroso; 6. Review of Bayesian Inference; Guido A. Moreira, Ricardo C. Pedroso, and Dani Gamerman III Further Modelling; 7. Modelling Misreported Data; Leonardo S. Bastos, Luiz M. Carvalho, and Marcelo F.C. Gomes ; 8. Hierarchical Modelling; Dani Gamerman and Marcos O. Prates IV Implementation; 9. Data Extraction/ETL; Marcos O. Prates, Ricardo C. Pedroso, and Thas Paiva; 10. Automating Modelling and Inference; Marcos O. Prates, Thais P. Menezes, Ricardo C. Pedroso, and Thais Paiva ; 11. Building an Interactive App with Shiny; Thais Paiva, Douglas R. M. Azevedo, and Marcos O. Prates V Monitoring; 12. Daily Evaluation of the Updated Data; Vinicius D. Mayrink, Juliana Freitas, Ana Julia A. Camara, Gabriel O. Assunciao, and Jonathan S. Matias ; 13. Investigating Inference Results; Vinicius D. Mayrink, Juliana Freitas, Ana Julia A. Camara, Gabriel O. Assunciao, and Jonathan S. Matias; 14. Comparing Predictions; Vinicius D. Mayrink, Ana Julia A. Camara, Jonathan S. Matias, Gabriel O. Assunciao, and Juliana Freitas VI Software; 15. PandemicLP Package: Basic Functionalities; Marcos O. Prates, Guido A. Moreira, Marta Cristina C. Bianchi, Debora F. Magalhaes, and Thais P. Menezes ; 16. Advanced Settings: The Pandemic Model Funtion; Marcos O. Prates, Guido A. Moreira, Marta Cristina C. Bianchi, Debora F. Magalhaes, and Thais P. Menezes VII Conclusion; 17. Future Directions; The CovidLP Team
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2021
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 614.40285; Epidemics -- Forecasting -- Data processing; Medical statistics -- Data processing
• Languages: English
• ISBNs: 9781000457223; 9781000457193; 9781003148883
• Related ISBNs: 9780367709990; 9780367709976
• Notes: Note: Description based on CIP data; resource not viewed.
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