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학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전자공학회 IEIE Transactions on Smart Processing & Computing IEIE Transactions on Smart Processing & Computing Vol.10 No.1
- 발행연도
- 2021.2
- 수록면
- 31 - 36 (6page)
- DOI
- 10.5573/IEIESPC.2021.10.1.031
이용수
초록· 키워드
오류제보하기
Owing to the high mortality rate of influenza diseases, the early examination and accurate detection of the influenza virus are crucial for preventing potential tragedies. This paper reports the design of a highly reliable machine learning classifier for automatic detection of the influenza virus based on an image of its detection kit. Convolutional neural networks (CNNs), currently the most reliable image classifiers, were designed for the images of an influenza detection kit, and their hyperparameters were fine-tuned using an architecture search algorithm, Bayesian optimization, and hyperband (BOHB). With an overall accuracy of 90.14%, the designed and optimized 2DCNNs algorithm successfully separate the influenza virus from normal using the detection kit images.
목차
Abstract
1. Introduction
2. Background
3. Materials and Methods
4. Results
5. Conclusion
References
참고문헌 (12)
참고문헌 신청
Byoungjae KONG, Yuna KIM, Seokoh MOON, Younghun JUNG, Seok-Hyeon YU, Jonghyeok SHIN, Joonbum PARK, Hye Rin KIM, Dae-Hyuk KWEON. (2018). Perforation of membrane envelope of influenza A virus. The Korean Society for Biotechnology and Bioengineering, (), 100-100. Article (CrossRef Link)
Kim Ju-sung, Park Geun-yong, Lee Min-koo, Kim Young-sun, Ahn Jung-bae, and Yoon Hyun-ju. (1995). Rapid and Type-Specific Detection of Human Influenza Viruses using Reverse Transcription-Polymerase Chain Reaction Journal of the Korean Microbiological Society, 30(2), 233-243. Article (CrossRefLink)
Kim Sang-tae, Kim Young-gyun, Kim Jang-soo. (2011). Early Diagnostic Method of Avian Influenza Virus Subtype Using Ultra Real-Time PCR. Journal of the Microbiological Society, 47(1), 30-37. Article (CrossRefLink)
Park Yoon-hyung, Woo Young-dae, Kim Seung-gon, Bae Hyung-joon and Park Sang-wook (2001). Simultaneous detection of the cell fusion respiratory virus, influenza virus A (H3N2HH1N1) and B using multiple reversible polymerase chain reactions in a single laboratory. JOURNAL OF BACTERIOLOGY AND VIROLOGY, 31(3) and 269-274. Article (CrossRefLink)
Cho Hyung-hun, Lee Won-jong. (2019). Meta-learning and superparametric optimization for enhancing learning speed and performance of enhanced learning. Journal of Information Science, 37(11), 25-33. Article (CrossRefLink)
Kim Ju-sung, Park Geun-yong, Lee Min-koo, Kim Young-sun, Ahn Jung-bae, and Yoon Hyun-ju. (1995). Rapid and Type-Specific Detection of Human Influenza Viruses using Reverse Transcription-Polymerase Chain Reaction Journal of the Korean Microbiological Society, 30(2), 233-243. Article (CrossRefLink)
Kim Sang-tae, Kim Young-gyun, Kim Jang-soo. (2011). Early Diagnostic Method of Avian Influenza Virus Subtype Using Ultra Real-Time PCR. Journal of the Microbiological Society, 47(1), 30-37. Article (CrossRefLink)
Park Yoon-hyung, Woo Young-dae, Kim Seung-gon, Bae Hyung-joon and Park Sang-wook (2001). Simultaneous detection of the cell fusion respiratory virus, influenza virus A (H3N2HH1N1) and B using multiple reversible polymerase chain reactions in a single laboratory. JOURNAL OF BACTERIOLOGY AND VIROLOGY, 31(3) and 269-274. Article (CrossRefLink)
Cho Hyung-hun, Lee Won-jong. (2019). Meta-learning and superparametric optimization for enhancing learning speed and performance of enhanced learning. Journal of Information Science, 37(11), 25-33. Article (CrossRefLink)
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