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- W4310229338 abstract "The ultimate goal in machine learning is to construct a model function that has a generalization capability for unseen dataset, based on given training dataset. If the model function has too much expressibility power, then it may overfit to the training data and as a result lose the generalization capability. To avoid such overfitting issue, several techniques have been developed in the classical machine learning regime, and the dropout is one such effective method. This paper proposes a straightforward analogue of this technique in the quantum machine learning regime, the entangling dropout, meaning that some entangling gates in a given parametrized quantum circuit are randomly removed during the training process to reduce the expressibility of the circuit. Some simple case studies are given to show that this technique actually suppresses the overfitting." @default.
- W4310229338 created "2022-11-30" @default.
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- W4310229338 date "2022-11-29" @default.
- W4310229338 modified "2023-10-16" @default.
- W4310229338 title "Overfitting in quantum machine learning and entangling dropout" @default.
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- W4310229338 doi "https://doi.org/10.1007/s42484-022-00087-9" @default.
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