Meejoung Kim
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View article: Searching similar weather maps using convolutional autoencoder and satellite images
Searching similar weather maps using convolutional autoencoder and satellite images Open
A weather forecaster predicts the weather by analyzing current weather map images generated by a satellite. In this analyzing process, the accuracy of the prediction depends highly on the forecaster’s experience which is needed to recollec…
View article: Prediction of COVID-19 Confirmed Cases after Vaccination: Based on Statistical and Deep Learning Models
Prediction of COVID-19 Confirmed Cases after Vaccination: Based on Statistical and Deep Learning Models Open
In this paper, we analyze and predict the number of daily confirmed cases of coronavirus (COVID-19) based on two statistical models and a deep learning (DL) model; the autoregressive integrated moving average (ARIMA), the generalized autor…
View article: Simplified Fréchet Distance for Generative Adversarial Nets
Simplified Fréchet Distance for Generative Adversarial Nets Open
We introduce a distance metric between two distributions and propose a Generative Adversarial Network (GAN) model: the Simplified Fréchet distance (SFD) and the Simplified Fréchet GAN (SFGAN). Although the data generated through GANs are s…
View article: Supervised learning‐based DDoS attacks detection: Tuning hyperparameters
Supervised learning‐based DDoS attacks detection: Tuning hyperparameters Open
Two supervised learning algorithms, a basic neural network and a long short‐term memory recurrent neural network, are applied to traffic including DDoS attacks. The joint effects of preprocessing methods and hyperparameters for machine lea…