Using quantum generative adversarial networks for portfolio analysis

Portfolio Analysis

GAN Method Overview

Image taken from [1]

Data

Models

Image taken from [2]

Training

Blue = Validation Data, Orange = Training Data
Result Sample After 1 Epoch with limited data

Devices

Limitations

Using the Model for Portfolio Analysis

Mathematical Description of Portfolio Analysis

Mathematical Description
Definitions
Equality Constraint
Penalty Term

QAOA and VQE Implementations

Trial 1
Trial 2
Trial 3

Tensor Networks

References

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