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Y.Chen, Albert. Analyzing the impact of Covid-19 pandemic on traffic volume through textual data : a Bert-Based Approach. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2023.
Analyzing the impact of Covid-19 pandemic on traffic volume through textual data : a Bert-Based Approach
Name: Chung, Mu-Chieh
Organization :
National Taiwan University. Department of Civil Engineering, Transportation Engineering Program
Email :
r10521517@ntu.edu.tw
Name: Y.Chen, Albert
Organization :
National Taiwan University. Department of Civil Engineering, Transportation Engineering Program
Email :
AlbertChen@ntu.edu.tw
keyword:
BERT
LCSH:
COVID-19 (Disease)
LCSH:
Transportation
Abstract:
The COVID-19 pandemic has caused a significant impact on various aspects of our lives, including
transportation. This study aims to analyze transportation volume during the pandemic from a textual perspective
using a BERT-based model. We collected textual data from the daily press release issued by Taiwan Centers for
Disease Control (CDC) to capture peoples reaction in terms of transportation under these pandemic-related
information and policies. We explore peoples behavior under the governments policy related to the pandemic by
predicting the Taipei Metros traffic volume based on the textual data. Our study demonstrates ways of using the
Bidirectional Encoder Representations from Transformers (BERT) based models to predict the traffic volume
during the pandemic through textual data. Policymakers could take our findings as reference to provide effective
transportation services to meet peoples changing needs during and after the pandemic
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2023
Modified:
2024-03-29
Issued:
2024-03-29
บทความ/Article
application/pdf
BibliograpyCitation :
In Chulalongkorn University. 5th International Conference on Civil and Building Engineering Informatics (ICCBEI 2023) (pp.81-86). Bangkok : Chulalongkorn University
eng
©copyrights King Mongkut's University of Technology North Bangkok
RightsAccess:
ใช้เวลา
0.019809 วินาที
Chung, Mu-Chieh
| Title | Contributor | Type |
|---|---|---|
| Analyzing the impact of Covid-19 pandemic on traffic volume through textual data : a Bert-Based Approach
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Chung, Mu-Chieh;Y.Chen, Albert | บทความ/Article |
Y.Chen, Albert
| Title | Contributor | Type |
|---|---|---|
| Analyzing the impact of Covid-19 pandemic on traffic volume through textual data : a Bert-Based Approach
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Chung, Mu-Chieh;Y.Chen, Albert | บทความ/Article |