FEEL: A Federated Edge Learning System for Efficient and Privacy-Preserving Mobile Healthcare

Author(s):  
Yeting Guo ◽  
Fang Liu ◽  
Zhiping Cai ◽  
Li Chen ◽  
Nong Xiao
2020 ◽  
Vol 8 (5) ◽  
pp. 3286-3291

The iiupcoming iidecade iiwill iiobserve iia iihazardous iidevelopment iiin iithe iiframeworks iithat iiscreen iia iipatient iithrough iia iibody-worn iiinexpensive iiindividual iimonitoring iidevices.In iiany iicase, iim-Healthcare iistill iifaces iimany iidifficulties iiincluding iidata iisecurity iiand iiprotection iiconservation. iiSo iiwe iipropose iia iiprotected iiand iisecurity iisafe iiguarding iiframework iicalled iiMedical iiCyber iiPhysical iiSystems ii(MCPS) iifor iim-Healthcare iiemergency. iiThe iiobtained iiinformation iiis iitransmitting iito iipublic iior iiprivate iicloud iiby iiMCPS iifor iistorage iiand iihandling.Then iithe iidecision iiis iifacilitated iion iiacquired iidata iiby iiapplying iicritical iisystem iiand iipredicts iithe iihealth iicondition.The iiextensiveness iiof iismart iiphones iiand iithe iidevelopment iiof iiremote iibody iisensor iisystems ii(BSNs), iiand iithe ii iimobile iiHealthcare ii(m-Healthcare), iiwhich iibroadens iithe iitask iiof iihealthcare iisupplier iiinto iian iiunavoidable iisituation iifor iibetter iihealth iiscreening, iihave iipulled iiin iisignificant iiattention iirecently. iiThe iipresent iiinnovation iiadvancement iiof iithe iiconventional iimedical iimodel iitoward iithe iiparticipatory iimedication. iiIt iican iihelp iithe iiInternet iiof iiThings ii(IoT) iiworldview iiincluding iisensors ii(environmental, iiwearable iiand iiembedded) iispread iiinside iidomestic iisituations iiwith iithe iireason iito iiscreen iithe iipatient’s iihealth iiand iiinitiate iiremote iisupport.


2020 ◽  
Vol 14 (6) ◽  
pp. 670-682
Author(s):  
Sona Alex ◽  
Deepthi P Pattathil ◽  
Dhanaraj Kakkanattu Jagalchandran

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