Real-Time Automated Cardiac Health Monitoring by Combination of Active Learning and Adaptive Feature Selection

2013 ◽  
Vol 7 (1) ◽  
pp. 99-118 ◽  
2017 ◽  
pp. 160-193 ◽  
Author(s):  
Alex Page ◽  
Moeen Hassanalieragh ◽  
Tolga Soyata ◽  
Mehmet K. Aktas ◽  
Burak Kantarci ◽  
...  

In today's technology, even leading medical institutions diagnose their cardiac patients through ECG recordings obtained at healthcare organizations (HCO), which are costly to obtain and may miss significant clinically-relevant information. Existing long-term patient monitoring systems (e.g., Holter monitors) provide limited information about the evolution of deadly cardiac conditions and lack interactivity in case there is a sudden degradation in the patient's health condition. A standardized and scalable system does not currently exist to monitor an expanding set of patient vitals that a doctor can prescribe to monitor. The design of such a system will translate to significant healthcare savings as well as drastic improvements in diagnostic accuracy. In this chapter, we will propose a concept system for real-time remote cardiac health monitoring, based on available and emerging technologies today. We will analyze the details of such a system from acquisition to visualization of medical data.


Author(s):  
Alex Page ◽  
Moeen Hassanalieragh ◽  
Tolga Soyata ◽  
Mehmet K. Aktas ◽  
Burak Kantarci ◽  
...  

In today's technology, even leading medical institutions diagnose their cardiac patients through ECG recordings obtained at healthcare organizations (HCO), which are costly to obtain and may miss significant clinically-relevant information. Existing long-term patient monitoring systems (e.g., Holter monitors) provide limited information about the evolution of deadly cardiac conditions and lack interactivity in case there is a sudden degradation in the patient's health condition. A standardized and scalable system does not currently exist to monitor an expanding set of patient vitals that a doctor can prescribe to monitor. The design of such a system will translate to significant healthcare savings as well as drastic improvements in diagnostic accuracy. In this chapter, we will propose a concept system for real-time remote cardiac health monitoring, based on available and emerging technologies today. We will analyze the details of such a system from acquisition to visualization of medical data.


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