Time series and pair-copula modeling of influenza-like illness in the united states = Model Penyakit Influenza di Amerika Serikat Menggunakan Analisis Deret Waktu dan Copula Bivariat

Angriawan, Karen Vanessa (2019) Time series and pair-copula modeling of influenza-like illness in the united states = Model Penyakit Influenza di Amerika Serikat Menggunakan Analisis Deret Waktu dan Copula Bivariat. Bachelor thesis, Universitas Pelita Harapan.

[img] Text (Title)
Title.pdf
Restricted to Repository staff only
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (1MB)
[img]
Preview
Text (Abstract)
Abstract.pdf
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (277kB) | Preview
[img]
Preview
Text (ToC)
ToC.pdf
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (342kB) | Preview
[img]
Preview
Text (Chapter1)
Chapter1.pdf
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (285kB) | Preview
[img] Text (Chapter2)
Chapter2.pdf
Restricted to Registered users only
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (559kB)
[img] Text (Chapter3)
Chapter3.pdf
Restricted to Registered users only
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (675kB)
[img] Text (Chapter4)
Chapter4.pdf
Restricted to Registered users only
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (924kB)
[img] Text (Chapter5)
Chapter5.pdf
Restricted to Registered users only
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (1MB)
[img] Text (Chapter6)
Chapter6.pdf
Restricted to Registered users only
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (275kB)
[img]
Preview
Text (Bibliography)
Bibliography.pdf
Available under License Creative Commons Attribution Non-commercial Share Alike.

Download (306kB) | Preview
[img] Text (Appendices)
Appendices.pdf
Restricted to Repository staff only
Available under License Creative Commons Attribution Share Alike.

Download (1MB)

Abstract

Despite the invention of vaccines and various medications, influenza-like illness still brings a burden to both physical and economic situations in the world. Many research have been done in pursuit of the ability to predict influenza epidemics as accurately as possible, with hopes to help health insurance providers and public health facilities. The main idea of this thesis is to give a probabilistic model to capture the future influenza activity in different regions of the United States. We use autoregressive moving average (ARMA) model with generalized autoregressive conditional heteroskedasticity (GARCH) model, together with pair-copula constructions to depict the dependencies between regions, describing jointly the residuals of the ARMA-GARCH models. The model has been able to predict influenza-like illness activity by utilizing historical data provided by the Centers for Disease Control (CDC) over the desired future time horizon.

Item Type: Thesis (Bachelor)
Creators:
CreatorsNIMEmail
Angriawan, Karen VanessaNIM00000012530UNSPECIFIED
Contributors:
ContributionContributorsNIDN/NIDKEmail
Thesis advisorSaputra, Kie Van IvankyNIDN0401038203UNSPECIFIED
Thesis advisorGracianti, GiovaniNIDN0301039202UNSPECIFIED
Additional Information: SK 112-15 ANG t 2019; 31001000244641
Uncontrolled Keywords: arma models; garch models; influenza like illness; pair-copulas; probabilistic forecasting
Subjects: Q Science > QA Mathematics
Divisions: University Subject > Current > Faculty/School - UPH Karawaci > Faculty of Science and Technology > Mathematics
Current > Faculty/School - UPH Karawaci > Faculty of Science and Technology > Mathematics
Depositing User: Mrs Marselita Harapan
Date Deposited: 19 Nov 2020 06:54
Last Modified: 14 Feb 2022 08:44
URI: http://repository.uph.edu/id/eprint/12538

Actions (login required)

View Item View Item