Patent ID: 11954590
Assignee: INDEED, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 9:
10. The method of claim 1 further comprising:
weighting edges of the directed graph G with weights wij representing a frequency of each particular job position-to-job position transition from job si-to-job sj, wherein i and j are index values uniquely respectively representing each source node and each destination node in a job position-to-job position transition of each actual and synthetic training vector;
normalizing each weight wij to obtain a job position-to-job position transition (vertice to vertice) transition probability pij in accordance with:, p
    ij
  
  =
  
    
      w
      
        i
        ⁢
        j
      
    
    
      
        ∑
        
          j
          ∈
          
            U
            i
          
        
      
      ⁢
      
        w
        
          i
          ⁢
          j
        
      
    
  

wherein Ui is a set of vertices reachable from Si in 1 transition step; and
classifying the job position-to-job position transition data for the job seeker with the optimized, job-to-job transition vector space to predict one or more job transition for the job seeker in accordance with each transition probability pij so that higher transition probability pij indicate a higher likelihood and higher preference job transition.