25–29 Mar 2024
Hongo campus, The University of Tokyo, Tokyo, Japan
Asia/Tokyo timezone

Volatility time series analysis by quantum circuit learning

27 Mar 2024, 18:00
1h 30m
Koshiba Hall (Hongo Campus, The University of Tokyo)

Koshiba Hall

Hongo Campus, The University of Tokyo

Board: P-25
Poster presentation Poster

Speaker

Tetsuya Takaishi

Description

Volatility is of great importance for quantifying potential risk of financial assets. In empirical finance, usually volatility is estimated by a suitable model selected various existing volatility models. Here we model the volatility time series by quantum circuits. Using artificial volatility time series generated by the GARCH model often used in empirical finance, we perform the quantum circuit learning and verify that simple quantum circuits can reproduce the time series generated by the GARCH model.

Primary author

Tetsuya Takaishi

Presentation materials

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