학술논문
A Simple Deep Q-Network based Feature Selection Method
Document Type
Conference
Source
2023 VTS Asia Pacific Wireless Communications Symposium (APWCS) Wireless Communications Symposium (APWCS), 2023 VTS Asia Pacific. :1-4 Aug, 2023
Subject
Language
Abstract
In this paper, a feature selection method based on a Deep Q-Network (DQN), a state generator module as well as a feature selection module is proposed. The state generator module generates a state vector based on the selected feature subset and the summary of dataset. On the other hand, the feature selection module selects features based on the Q-values and a predefined threshold. Our experimental results show that our proposed methods exhibit good performance in terms of training time.