Search Results for author: Donlapark Ponnoprat

Found 4 papers, 3 papers with code

Developing A Visual-Interactive Interface for Electronic Health Record Labeling: An Explainable Machine Learning Approach

1 code implementation26 Sep 2022 Donlapark Ponnoprat, Parichart Pattarapanitchai, Phimphaka Taninpong, Suthep Suantai, Natthanaphop Isaradech, Thiraphat Tanphiriyakun

Labeling a large number of electronic health records is expensive and time consuming, and having a labeling assistant tool can significantly reduce medical experts' workload.

Dirichlet Mechanism for Differentially Private KL Divergence Minimization

2 code implementations NeurIPS 2021 Donlapark Ponnoprat

Given an empirical distribution $f(x)$ of sensitive data $x$, we consider the task of minimizing $F(y) = D_{\text{KL}} (f(x)\Vert y)$ over a probability simplex, while protecting the privacy of $x$.

Privacy Preserving

Short-term daily precipitation forecasting with seasonally-integrated autoencoder

1 code implementation23 Jan 2021 Donlapark Ponnoprat

On the other hand, deep learning models are good at learning nonlinear interactions, but they are not designed to deal with the seasonality in time series.

Management Precipitation Forecasting +2

Universal consistency of Wasserstein $k$-NN classifier: Negative and Positive Results

no code implementations10 Sep 2020 Donlapark Ponnoprat

We show that the $k$-NN classifier is not universally consistent on the space of measures supported in $(0, 1)$.

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