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  3. Quantum Reservoir Computing for Finance Quantum Reservoir Computing for Finance

Quantum Reservoir Computing for Finance

The research covers the implementation ofboth classical and quantum reservoir computers in the area offinancial time series forecasting, natural language based financialforecasting and algorithmic trading.

Brief information

School:

Business

Status:

Ongoing

Period:

15.08.2022 - 01.09.2025

Overview

Reservoir computers are randomized recurrent neural
networks with a trained readout layer. They excel at processing
sequential data such as time series forecasting and natural language
processing. Recently, quantum reservoir computers have been proposed,
where the classical reservoir is substituted with a quantum
substrate. Due to the random nature of reservoir computing,
quantum reservoir computers are one of the most promising
quantum machine learning tools in the noisy intermediate-scale
quantum era. The research covers the implementation of
both classical and quantum reservoir computers in the area of
financial time series forecasting, natural language based financial
forecasting and algorithmic trading.

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Facts

Type of project

Forschung

Internal organisations involved
  • Business
Funding
  • Forschungsfinanzierung allgemein
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Persons involved: internal

Project manager
  • Ahmet Ege Yilmaz
Project Co-Head
  • Thomas Ankenbrand

Brief information

School:

Business

Status:

Ongoing

Period:

08/15/2022 - 09/01/2025

Project Co-Head

Prof. Dr. Thomas Ankenbrand

Head of the Competence Center for Investments

+41 41 757 67 23

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