“…8 This key generation concept can avoid Symbols and Abbreviations: DL, Deep learning; ML, Machine learning; IoT, Internet of Things; ABIDE, African buffalo-based International Data Encryption; CS, Cloud server; MRI, Magnetic resonance imaging; ABO, African buffalo optimization; IDE, International data encryption; SA-DS, Secure Authentication based data sharing; MWO, Modified whale optimization; a m n , General symptoms for each disease; n, Cloud database parameter; d p , The particular disease of the affected patient; z (1) 1 , z (2) 2 , z (3) 3 , z (4) 4 , Encryption process; h ′ , Hash function of the public cloud system; h d , Healthcare data card of the patient; r ′ , Randomly selected value; S ′ n , Medical data record; 𝛽 ′ , Actual healthcare information; 𝛼 ′ , Collected healthcare information; a ′ d , c ′ d , Healthcare information from the cloud database; P k+1 , Exploitation performance; e k , User detail; lg 1 F I G U R E 1 Public cryptosystem the third person in the cloud environment by locking the user details. 9 Hence, the closed details are only visible to the medical specialist who can have authenticated access. 10 The basic model of the cryptosystem is shown in Figure 1.…”