Main Reference PaperLatent Ability Model- A Generative Probabilistic Learning Framework for Workforce Analytics, Transactions on Knowledge and Data Engineering, 2018 [Python]
  • A latent variable based learning models is proposed over the employee-activity log to predict the performance of employee activities. It constructs the latent ability model (LAM) by learning latent ability parameters from the employee-activity log data using expectation-maximization and gradient descent. The proposed learning model predicts how well the employee’s provided ability set matches up with the activity’s required ability set for any given pair of employee and activity.

Description
  • A latent variable based learning models is proposed over the employee-activity log to predict the performance of employee activities. It constructs the latent ability model (LAM) by learning latent ability parameters from the employee-activity log data using expectation-maximization and gradient descent. The proposed learning model predicts how well the employee’s provided ability set matches up with the activity’s required ability set for any given pair of employee and activity.

  • To improve the accuracy of employee performance prediction.

  • To accurately estimate employee’s ability and employee-activity score.

Aim & Objectives
  • To improve the accuracy of employee performance prediction.

  • To accurately estimate employee’s ability and employee-activity score.

  • Proposed work extends LAM to handle more complex datasets with more attributes in workforce data analysis.

Contribution
  • Proposed work extends LAM to handle more complex datasets with more attributes in workforce data analysis.

  • M.E / M.Tech / MS / Ph.D.- Customized according to the client requirements.

Project Recommended For
  • M.E / M.Tech / MS / Ph.D.- Customized according to the client requirements.

  • No Readymade Projects-project delivery Depending on the complexity of the project and requirements.

Order To Delivery
  • No Readymade Projects-project delivery Depending on the complexity of the project and requirements.

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