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IEEE/ICACT20210239 Question.3
Questioner: ra-maneekut@kddi-research.jp    2021-02-10 ¿ÀÈÄ 11:29:04
IEEE/ICACT20210239 Answer.3
Answer by Auhor yfhou@okayama-u.ac.jp   2021-02-10 ¿ÀÈÄ 11:29:04
Is this prediction accuracy adequate for finding spectrum hole in real-time scenario ? What are the next steps to improve the accuracy of this model ? Thanks a lot for your question. Yes, the method can be used for a real-time scenario. But the prediction accuracy is perhaps not good because many traffic patterns will be included in the busy and idle duration data for a real-time case. Data categorization just gives a simple way to improve the accuracy of prediction for partial time-series data. Maybe we can use other efficient ML method such as LSTM(Long short-term memory) method to further improve the accuracy of partial data.

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