Search Results for author: Chung-En Tsai

Found 3 papers, 2 papers with code

Fast Minimization of Expected Logarithmic Loss via Stochastic Dual Averaging

2 code implementations5 Nov 2023 Chung-En Tsai, Hao-Chung Cheng, Yen-Huan Li

For the Poisson inverse problem, our algorithm attains an $\varepsilon$-optimal solution in $\smash{\tilde{O}}(d^2/\varepsilon^2)$ time, matching the state of the art, where $d$ denotes the dimension.

Quantum State Tomography

Faster Stochastic First-Order Method for Maximum-Likelihood Quantum State Tomography

1 code implementation23 Nov 2022 Chung-En Tsai, Hao-Chung Cheng, Yen-Huan Li

In maximum-likelihood quantum state tomography, both the sample size and dimension grow exponentially with the number of qubits.

Quantum State Tomography

Online Self-Concordant and Relatively Smooth Minimization, With Applications to Online Portfolio Selection and Learning Quantum States

no code implementations3 Oct 2022 Chung-En Tsai, Hao-Chung Cheng, Yen-Huan Li

For online portfolio selection, the regret of online mirror descent with the logarithmic barrier is $\tilde{O}(\sqrt{T d})$.

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