Structure Chart of Disease Risk Assessment System.
Abstract:
Unstructured clinical medical text, as an important part of the electronic health records, is characterized by large quantities and can store substantial disease-related ...Show MoreMetadata
Abstract:
Unstructured clinical medical text, as an important part of the electronic health records, is characterized by large quantities and can store substantial disease-related information of patients. Currently, the disease risk assessment model based on the analysis of clinical medical text designs relevant characteristics aiming at certain diseases, and different characteristics are identified from the text using different methods. In this way, changes of disease performance characteristics are difficult to adapt. Furthermore, it is hard to use the risk assessment model in other disease applications. As a result, this paper establishes the universal disease risk assessment model using the data of clinical medical text, conducts the independent study, and extracts disease characteristics from substantial historical data to avoid the limitations designing disease characteristics. First, this paper analyzes the medial clinical text to determine the contents related to the disease characteristics of patients. Second, learn the representation of clinical text with unsupervised learning methods, and study and extract the disease characteristics from the substantial historical data of patients in the convolutional neural network to assess disease risks. Finally, make a contrast experiment of disease risk assessment using the clinical text data of patients with cerebral infarction, patients with pulmonary infection, and patients with coronary atherosclerotic heart disease from the data of a second grade-A hospital in China and related methods. The experiments show that the approach proposed in this paper achieves the disease risk assessment for different diseases with the same structure.
Structure Chart of Disease Risk Assessment System.
Published in: IEEE Access ( Volume: 4)
Funding Agency:
College of Computer and Information Engineering, Henan Normal University, Xinxiang, China
School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China
Xiaobo Shi received the M.S. degree from the Renmin University of China in 2007. She is currently pursuing the Ph.D. degree with the School of Computer Science and Technology, Huazhong University of Science and Technology, China. She is also an Associate Professor with the College of Computer and Information Engineering, Henan Normal University, China. Her research interests include healthcare big data, machine learning, ...Show More
Xiaobo Shi received the M.S. degree from the Renmin University of China in 2007. She is currently pursuing the Ph.D. degree with the School of Computer Science and Technology, Huazhong University of Science and Technology, China. She is also an Associate Professor with the College of Computer and Information Engineering, Henan Normal University, China. Her research interests include healthcare big data, machine learning, ...View more
School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China
Ying Hu received the M.S. degree from the Harbin Institute of Technology in 2008 and the Ph.D. degree from the Dalian University of Technology in 2014. He is currently a Post-Doctoral Fellow with the Embedded and Pervasive Computing Laboratory, Huazhong University of Science and Technology, China. His recent research interests include big data in healthcare, Internet of Things, and online social information diffusion.
Ying Hu received the M.S. degree from the Harbin Institute of Technology in 2008 and the Ph.D. degree from the Dalian University of Technology in 2014. He is currently a Post-Doctoral Fellow with the Embedded and Pervasive Computing Laboratory, Huazhong University of Science and Technology, China. His recent research interests include big data in healthcare, Internet of Things, and online social information diffusion.View more
School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan, China
Yin Zhang was a Post-Doctoral Fellow with the School of Computer Science and Technology, Huazhong University of Science and Technology, China. He is currently an Assistant Professor with the School of Information and Safety Engineering, Zhongnan University of Economics and Law, China. His research interests include data analysis, data mining, healthcare big data, and social network. He has authored over 30 prestigious con...Show More
Yin Zhang was a Post-Doctoral Fellow with the School of Computer Science and Technology, Huazhong University of Science and Technology, China. He is currently an Assistant Professor with the School of Information and Safety Engineering, Zhongnan University of Economics and Law, China. His research interests include data analysis, data mining, healthcare big data, and social network. He has authored over 30 prestigious con...View more
School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China
Wei Li received the degree from the Wuhan University of Technology (WHUT) in 2015. She was with WHUT, where she is involved in all kinds of activities and read lots of books of computer programming. She was recommended to Huazhong University of Science and Technology (HUST) without taking part in the entrance examination. Besides, she will study for her doctor’s degree directly with the Embedded and Pervasive Computing La...Show More
Wei Li received the degree from the Wuhan University of Technology (WHUT) in 2015. She was with WHUT, where she is involved in all kinds of activities and read lots of books of computer programming. She was recommended to Huazhong University of Science and Technology (HUST) without taking part in the entrance examination. Besides, she will study for her doctor’s degree directly with the Embedded and Pervasive Computing La...View more
School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China
Yixue Hao received the B.Sc. degree from the College of mathematics and Information Science, Henan University, Kaifeng, China, in 2012. He is currently pursuing the Ph.D. degree with the School of Computer Science and Technology, Huazhong University of Science and Technology. His research interests include big data, open source software, server virtualization, cloud computing, and Internet of Things.
Yixue Hao received the B.Sc. degree from the College of mathematics and Information Science, Henan University, Kaifeng, China, in 2012. He is currently pursuing the Ph.D. degree with the School of Computer Science and Technology, Huazhong University of Science and Technology. His research interests include big data, open source software, server virtualization, cloud computing, and Internet of Things.View more
Department of Software Engineering, King Saud University, Riyadh, Saudi Arabia
Abdulhameed Alelaiwi is currently an Assistant Professor with the Department of Software Engineering, King Saud University, Riyadh, Saudi Arabia. He has authored or co-authored over 40 publications, including refereed IEEE/Association for Computing Machinery/Springer journals, conference papers, books, and book chapters. His research interests include software testing, cloud collaboration, multimedia cloud, sensor-cloud, ...Show More
Abdulhameed Alelaiwi is currently an Assistant Professor with the Department of Software Engineering, King Saud University, Riyadh, Saudi Arabia. He has authored or co-authored over 40 publications, including refereed IEEE/Association for Computing Machinery/Springer journals, conference papers, books, and book chapters. His research interests include software testing, cloud collaboration, multimedia cloud, sensor-cloud, ...View more
Department of Information Systems Department, King Saud University, Riyadh, Saudi Arabia
Sk Md Mizanur Rahman received the Ph.D. degree in risk engineering with a major in cyber security engineering from the Laboratory of Cryptography and Information Security, Department of Risk Engineering, University of Tsukuba, Japan, in 2007. He was with high-tech industry, Ottawa, Canada, for several years where he was involved in cryptography and security engineering. He was also a Post-Doctoral Researcher for several y...Show More
Sk Md Mizanur Rahman received the Ph.D. degree in risk engineering with a major in cyber security engineering from the Laboratory of Cryptography and Information Security, Department of Risk Engineering, University of Tsukuba, Japan, in 2007. He was with high-tech industry, Ottawa, Canada, for several years where he was involved in cryptography and security engineering. He was also a Post-Doctoral Researcher for several y...View more
Department of Software Engineering, King Saud University, Riyadh, Saudi Arabia
M. Shamim Hossain (SM’09) received the Ph.D. degree in electrical and computer engineering from the University of Ottawa, Canada, in 2009. He is currently an Associate Professor with the Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia. He has authored or co-authored over 120 publications, including refereed IEEE/ACM/Springer/Elsevier journals, co...Show More
M. Shamim Hossain (SM’09) received the Ph.D. degree in electrical and computer engineering from the University of Ottawa, Canada, in 2009. He is currently an Associate Professor with the Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia. He has authored or co-authored over 120 publications, including refereed IEEE/ACM/Springer/Elsevier journals, co...View more
Contents College of Computer and Information Engineering, Henan Normal University, Xinxiang, China
School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China
Xiaobo Shi received the M.S. degree from the Renmin University of China in 2007. She is currently pursuing the Ph.D. degree with the School of Computer Science and Technology, Huazhong University of Science and Technology, China. She is also an Associate Professor with the College of Computer and Information Engineering, Henan Normal University, China. Her research interests include healthcare big data, machine learning, cognitive computing, and Internet of Things.
Xiaobo Shi received the M.S. degree from the Renmin University of China in 2007. She is currently pursuing the Ph.D. degree with the School of Computer Science and Technology, Huazhong University of Science and Technology, China. She is also an Associate Professor with the College of Computer and Information Engineering, Henan Normal University, China. Her research interests include healthcare big data, machine learning, cognitive computing, and Internet of Things.View more
School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China
Ying Hu received the M.S. degree from the Harbin Institute of Technology in 2008 and the Ph.D. degree from the Dalian University of Technology in 2014. He is currently a Post-Doctoral Fellow with the Embedded and Pervasive Computing Laboratory, Huazhong University of Science and Technology, China. His recent research interests include big data in healthcare, Internet of Things, and online social information diffusion.
Ying Hu received the M.S. degree from the Harbin Institute of Technology in 2008 and the Ph.D. degree from the Dalian University of Technology in 2014. He is currently a Post-Doctoral Fellow with the Embedded and Pervasive Computing Laboratory, Huazhong University of Science and Technology, China. His recent research interests include big data in healthcare, Internet of Things, and online social information diffusion.View more
School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan, China
Yin Zhang was a Post-Doctoral Fellow with the School of Computer Science and Technology, Huazhong University of Science and Technology, China. He is currently an Assistant Professor with the School of Information and Safety Engineering, Zhongnan University of Economics and Law, China. His research interests include data analysis, data mining, healthcare big data, and social network. He has authored over 30 prestigious conference and journal papers.
Yin Zhang was a Post-Doctoral Fellow with the School of Computer Science and Technology, Huazhong University of Science and Technology, China. He is currently an Assistant Professor with the School of Information and Safety Engineering, Zhongnan University of Economics and Law, China. His research interests include data analysis, data mining, healthcare big data, and social network. He has authored over 30 prestigious conference and journal papers.View more
School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China
Wei Li received the degree from the Wuhan University of Technology (WHUT) in 2015. She was with WHUT, where she is involved in all kinds of activities and read lots of books of computer programming. She was recommended to Huazhong University of Science and Technology (HUST) without taking part in the entrance examination. Besides, she will study for her doctor’s degree directly with the Embedded and Pervasive Computing Laboratory, HUST. Her further research interests include pervasive computing, Internet of things, and mobile cloud computing.
Wei Li received the degree from the Wuhan University of Technology (WHUT) in 2015. She was with WHUT, where she is involved in all kinds of activities and read lots of books of computer programming. She was recommended to Huazhong University of Science and Technology (HUST) without taking part in the entrance examination. Besides, she will study for her doctor’s degree directly with the Embedded and Pervasive Computing Laboratory, HUST. Her further research interests include pervasive computing, Internet of things, and mobile cloud computing.View more
School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China
Yixue Hao received the B.Sc. degree from the College of mathematics and Information Science, Henan University, Kaifeng, China, in 2012. He is currently pursuing the Ph.D. degree with the School of Computer Science and Technology, Huazhong University of Science and Technology. His research interests include big data, open source software, server virtualization, cloud computing, and Internet of Things.
Yixue Hao received the B.Sc. degree from the College of mathematics and Information Science, Henan University, Kaifeng, China, in 2012. He is currently pursuing the Ph.D. degree with the School of Computer Science and Technology, Huazhong University of Science and Technology. His research interests include big data, open source software, server virtualization, cloud computing, and Internet of Things.View more
Department of Software Engineering, King Saud University, Riyadh, Saudi Arabia
Abdulhameed Alelaiwi is currently an Assistant Professor with the Department of Software Engineering, King Saud University, Riyadh, Saudi Arabia. He has authored or co-authored over 40 publications, including refereed IEEE/Association for Computing Machinery/Springer journals, conference papers, books, and book chapters. His research interests include software testing, cloud collaboration, multimedia cloud, sensor-cloud, mobile cloud, and e-Learning system.
Abdulhameed Alelaiwi is currently an Assistant Professor with the Department of Software Engineering, King Saud University, Riyadh, Saudi Arabia. He has authored or co-authored over 40 publications, including refereed IEEE/Association for Computing Machinery/Springer journals, conference papers, books, and book chapters. His research interests include software testing, cloud collaboration, multimedia cloud, sensor-cloud, mobile cloud, and e-Learning system.View more
Department of Information Systems Department, King Saud University, Riyadh, Saudi Arabia
Sk Md Mizanur Rahman received the Ph.D. degree in risk engineering with a major in cyber security engineering from the Laboratory of Cryptography and Information Security, Department of Risk Engineering, University of Tsukuba, Japan, in 2007. He was with high-tech industry, Ottawa, Canada, for several years where he was involved in cryptography and security engineering. He was also a Post-Doctoral Researcher for several years with the University of Ottawa, the Institute of Technology, University of Ontario, and the University of Guelph, Canada. He is currently an Assistant Professor with the Information Systems Department, College of Computer and Information Sciences, King Saud University, KSA. He has authored over 60 peer-reviewed journal and international conference research papers and book chapters. His primary research interests include cryptography, software security, information security, privacy enhancing technology, and Network Security. He received the IPSJ Digital Courier Funai Young Researcher Encouragement Award from the Information Processing Society Japan for his excellent contribution in IT security research. He also received the Gold Medal for the distinction marks in his undergraduate and graduate program.
Sk Md Mizanur Rahman received the Ph.D. degree in risk engineering with a major in cyber security engineering from the Laboratory of Cryptography and Information Security, Department of Risk Engineering, University of Tsukuba, Japan, in 2007. He was with high-tech industry, Ottawa, Canada, for several years where he was involved in cryptography and security engineering. He was also a Post-Doctoral Researcher for several years with the University of Ottawa, the Institute of Technology, University of Ontario, and the University of Guelph, Canada. He is currently an Assistant Professor with the Information Systems Department, College of Computer and Information Sciences, King Saud University, KSA. He has authored over 60 peer-reviewed journal and international conference research papers and book chapters. His primary research interests include cryptography, software security, information security, privacy enhancing technology, and Network Security. He received the IPSJ Digital Courier Funai Young Researcher Encouragement Award from the Information Processing Society Japan for his excellent contribution in IT security research. He also received the Gold Medal for the distinction marks in his undergraduate and graduate program.View more
Department of Software Engineering, King Saud University, Riyadh, Saudi Arabia
M. Shamim Hossain (SM’09) received the Ph.D. degree in electrical and computer engineering from the University of Ottawa, Canada, in 2009. He is currently an Associate Professor with the Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia. He has authored or co-authored over 120 publications, including refereed IEEE/ACM/Springer/Elsevier journals, conference papers, books, and book chapters. His research interests include serious games, social media, Internet of Things, cloud and multimedia for healthcare, smart health, and big data processing on media clouds. He is a member of the ACM and the ACM SIGMM. He was a recipient of the Outstanding Paper award, the Best Paper award, and the Research in Excellence award from King Saud University. He has served as a Co-Chair, the General Chair, the Workshop Chair, the Publication Chair, and a TPC for over 12 IEEE and ACM conferences and workshops. He is on the Editorial Board of the IEEE Access, the Computers and Electrical Engineering (Elsevier), and the International Journal of Multimedia Tools and Applications (Springer). He serves/served as a Lead Guest Editor of the IEEE Transactions on Cloud Computing, the IEEE Transactions on Information Technology in Biomedicine, the IEEE J-BHI, the IEEE Communication Magazine, the Future Generation Computer Systems (Elsevier), the Computers and Electrical Engineering (Elsevier), the International Journal of Multimedia Tools and Applications (Springer), the Cluster Computing (Springer), and the Sensors (MDPI).
M. Shamim Hossain (SM’09) received the Ph.D. degree in electrical and computer engineering from the University of Ottawa, Canada, in 2009. He is currently an Associate Professor with the Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia. He has authored or co-authored over 120 publications, including refereed IEEE/ACM/Springer/Elsevier journals, conference papers, books, and book chapters. His research interests include serious games, social media, Internet of Things, cloud and multimedia for healthcare, smart health, and big data processing on media clouds. He is a member of the ACM and the ACM SIGMM. He was a recipient of the Outstanding Paper award, the Best Paper award, and the Research in Excellence award from King Saud University. He has served as a Co-Chair, the General Chair, the Workshop Chair, the Publication Chair, and a TPC for over 12 IEEE and ACM conferences and workshops. He is on the Editorial Board of the IEEE Access, the Computers and Electrical Engineering (Elsevier), and the International Journal of Multimedia Tools and Applications (Springer). He serves/served as a Lead Guest Editor of the IEEE Transactions on Cloud Computing, the IEEE Transactions on Information Technology in Biomedicine, the IEEE J-BHI, the IEEE Communication Magazine, the Future Generation Computer Systems (Elsevier), the Computers and Electrical Engineering (Elsevier), the International Journal of Multimedia Tools and Applications (Springer), the Cluster Computing (Springer), and the Sensors (MDPI).View more