Second-Generation Sequencing with Deep Reinforcement Learning for Lung Infection Detection
Joint Authors
Liu, Zhuo
Zhang, Gerui
Jingyuan, Zhao
Yu, Liyan
Sheng, Junxiu
Zhang, Na
Yuan, Hong
Source
Journal of Healthcare Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-02-24
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
Recently, deep reinforcement learning, associated with medical big data generated and collected from medical Internet of Things, is prospective for computer-aided diagnosis and therapy.
In this paper, we focus on the application value of the second-generation sequencing technology in the diagnosis and treatment of pulmonary infectious diseases with the aid of the deep reinforcement learning.
Specifically, the rapid, comprehensive, and accurate identification of pathogens is a prerequisite for clinicians to choose timely and targeted treatment.
Thus, in this work, we present representative deep reinforcement learning methods that are potential to identify pathogens for lung infection treatment.
After that, current status of pathogenic diagnosis of pulmonary infectious diseases and their main characteristics are summarized.
Furthermore, we analyze the common types of second-generation sequencing technology, which can be used to diagnose lung infection as well.
Finally, we point out the challenges and possible future research directions in integrating deep reinforcement learning with second-generation sequencing technology to diagnose and treat lung infection, which is prospective to accelerate the evolution of smart healthcare with medical Internet of Things and big data.
American Psychological Association (APA)
Liu, Zhuo& Zhang, Gerui& Jingyuan, Zhao& Yu, Liyan& Sheng, Junxiu& Zhang, Na…[et al.]. 2020. Second-Generation Sequencing with Deep Reinforcement Learning for Lung Infection Detection. Journal of Healthcare Engineering،Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1186244
Modern Language Association (MLA)
Liu, Zhuo…[et al.]. Second-Generation Sequencing with Deep Reinforcement Learning for Lung Infection Detection. Journal of Healthcare Engineering No. 2020 (2020), pp.1-9.
https://search.emarefa.net/detail/BIM-1186244
American Medical Association (AMA)
Liu, Zhuo& Zhang, Gerui& Jingyuan, Zhao& Yu, Liyan& Sheng, Junxiu& Zhang, Na…[et al.]. Second-Generation Sequencing with Deep Reinforcement Learning for Lung Infection Detection. Journal of Healthcare Engineering. 2020. Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1186244
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1186244