Patent ID: 11934960
Assignee: FAIRNESS-AS-A-SERVICE, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 1:
2. The method according to claim 1, wherein
the disparity-mitigating loss function is defined as follows:, l
   ⁡
   (
   
    𝒜
    ,
    ℬ
    ,
    X
    ,
    Y
   
   )
  
  =
  
   
    
     
      λ
      ⁢
      
       
        ∑
        i
       
       
        ξ
        ⁢
        
         (
         
          
           a
           i
          
          ,
          
           b
           i
          
         
         )
        
       
      
     
     ︸
    
    
     Reduce
     ⁢
        
     error
    
   
   +
   
    
     
      
       (
       
        1
        -
        λ
       
       )
      
      ⁢
      JS
      ⁢
      
       (
       
        X
        ,
        Y
        ,
        m
       
       )
      
     
     ︸
    
    
     reduce
     ⁢
        
     disparity
    
   
  
 

where (A, B)=| (ai, bi)∈<RN, R> comprises a sequence of data samples and target values corresponding to the sequence of data samples, where | relates to a target loss function, where X, Y⊂A indicates that a first set of data samples X and a second set of data samples Y are subsets of a corpus of data samples A, where | ∈[0, 1], where m>0.