AK Ashutosh Kakadiya
CV
Publications

Publications

Peer-reviewed work in relational learning, recommendation, and generative models. You can also find my articles on Google Scholar.

  1. 2021

    Relational Boosted Bandits

    AAAI

    A contextual bandits algorithm for relational domains based on relational boosted trees, enabling interpretable and explainable models for link prediction, relational classification, and recommendation.

    Contextual BanditsRelational LearningReinforcement LearningGradient Boosting
    PaperCode
  2. 2019

    A Service-Oriented Human Capital Management Recommendation Platform

    IEEE International System Conference (SysCon)

    A stateless, scalable, micro-service-based architecture that pushes towards automation of Human Capital Management through ML- and statistics-driven recommendation of jobs and candidates.

    Machine LearningRecommendationHuman Capital Management
    Paper
  3. 2018

    Correlated discrete data generation using adversarial training

    2nd Workshop on Data Science for HCM, co-located with ECML-PKDD

    An adversarial-training-based model for generating correlated discrete data, with an approach for conditional generation, evaluated on a private skill-set dataset and MNIST.

    Deep LearningGANsAutoencodersCorrelational Neural Networks
    Paper