Journal of Healthcare Engineering

Research Article

Predicting Parkinson’s Disease Progression: Evaluation of Ensemble Methods in Machine Learning

Table 2

Previous literature on PD diagnosis.
Author(s)Techniques
REGSVMFMCFWCARTK-NNNBBTRFFNSPCAGSGPGSGOFDRANNMLPGRNNEMANIFSSVRGAWKELMSOMNIPALSISVRMLP-LSVMDNNHMMLASSOCNNrTLebTLSVDLSTMRBMLRRNNDBN
Nilashi et al. [46]                  √   √              
√
Ghaderyan and Fathi [47]                                √     
Paragliola and Coronato [48]                             √
   √    
Balaji et al. [49]                                 √    
de Souza, et al. [50]                                  √   
Senturk [51] √                                    
De Vos et al. [52]       √                           √  
Mohammed et al. [53]                             √        
Goyal et al. [54]                             √        
Xu and Pan [55]       √ √                            
Ribeiro et al. [56]                                    √ 
Parziale et al. [57]                   √                  
Tsuda et al. [58]             √                        
Khoury et al. [59] √ √√√ √                              
Çimen and Bolat [60]             √√√                      
Nilashi et al. [61]         √      √√√                   
Avci and Dogantekin [62]                   √√√                
Nilashi et al. [63]                      √√√             
Parisi et al. [64]                         √            
Prince and De Vos [65]√      √                  √  √        
Zou and Huang [66]                            √ √√      
Grover et al. [67]                          √           
Prashanth et al. [68] √   √√√                              
Abiyev and Abizade [69]        √    √                        
Singh et al. [70] √       √  √                         
Shetty and Rao [71] √                                    
Ozkan [72]    √    √                            
Pahuja and Nagabhushan [73] √  √        √                        
Rovini et al. [74] √   √ √                              
Nilashi Ibrahim et al. [75]                 √              √     
Ashour et al. [76] √           √                   √