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• W3017086865 abstract "Forecasting the CBOE volatility index (VIX) is a highly non-linear and memory-intensive task. In this paper, we use quantum reservoir computing to forecast the VIX using S&P500 (SPX) time-series. Our reservoir is a hybrid quantum-classical system executed on IBM's 53-qubit Rochester chip. We encode the SPX values in the rotation angles and linearly combine the average spin of the six-qubit register to predict the value of VIX at the next time step. Our results demonstrate a potential application of noisy intermediate scale quantum (NISQ) devices to complex, real world applications." @default.
• W3017086865 created "2020-04-24" @default.
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• W3017086865 date "2020-04-15" @default.
• W3017086865 modified "2023-09-26" @default.
• W3017086865 title "Designing a NISQ reservoir with maximal memory capacity for volatility forecasting" @default.
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