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Add Projected Kernels and Hamiltonian Evolution Feature Maps #19

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OkuyanBoga opened this issue Mar 18, 2024 · 0 comments
Open

Add Projected Kernels and Hamiltonian Evolution Feature Maps #19

OkuyanBoga opened this issue Mar 18, 2024 · 0 comments

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@OkuyanBoga
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  • A feature map based on Hamiltonian evolution as described in [1]

$$ |\Psi_0\rangle = \bigotimes_{j=1}^{n+1} |\psi_j\rangle $$

$$ U_{\text{EVO}}(\vec{x}) = \prod_{j=1}^{n} e^{-ix_j(X_jX_{j+1} + Y_jY_{j+1} + Z_jZ_{j+1})} $$

  • Projected Kernels as described in [1]

[1] Huang, Hsin-Yuan, et al. "Power of data in quantum machine learning." Nature Communications 12.1 (2021): 2631.

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