Bulletin of the American Physical Society
Mid-Atlantic Section 2022 Meeting
Volume 67, Number 20
Friday–Sunday, December 2–4, 2022; University Park, PA, Pennsylvania State University
Session F01: Poster Session
4:30 PM–4:30 PM,
Saturday, December 3, 2022
Pennsylvania State University
Room: Huck Life Sciences Bld 301, 3rd Flr Bridge
Abstract: F01.00033 : Study on Financial Physics in Exchange Rates Using Neural Network and Statical Simulations
Presenter:
Richard Kyung
(CRG-NJ)
Authors:
Richard Kyung
(CRG-NJ)
Dohyun Ahn
(CRG-NJ)
Minjun Kim
(CRG-NJ)
The data on exchange rates between USD/EUR and USD/KWR were taken from the Wall Street Journal Exchange Rates data. It contained the prices from 2013-08-19 to the current date. Although it included the day's open, high, low, and close prices, only the open price was used for this analysis. In this research, the data exploration provided descriptive statistics of the timeline values, including each column's minimum, maximum, average, and interquartile ranges. The data collection served its purpose since it provided a valuable overview of the distribution of the rates. The exchange rate of each currency was plotted, and the data was determined using visual histograms and line graphs. The line graph further provided a clear view of the movement of the rates over time.
Furthermore, the histogram presented data to show that the rate was common - the USD/EUR rate was mainly between 0.85 to 0.90, and the USD/KWR rate was mainly between 1100 and 1180. The EUR rate increased from 2015 until 2017 and peaked again after 2022. The KWR rate has also fluctuated but peaked again after 2016 and 2020 and is currently peaking.
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