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Pardalos, Panos M.

  1. Interpreting Rate-Distortion of Variational Autoencoder and Using Model Uncertainty for Anomaly Detection
    2020/05/05 by Park, Seonho, Adosoglou, George, Pardalos, Panos M. · 2 citations
    #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. Deep Data Density Estimation through Donsker-Varadhan Representation
    2021/04/14 by Park, Seonho, Pardalos, Panos M. · 2 citations
    #60F10 #68T09 #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Probability (math.PR)
  3. Combining Stochastic Adaptive Cubic Regularization with Negative\n Curvature for Nonconvex Optimization
    2019/06/26 by Seonho Park, Park, Seonho, Seung Hyun Jung +3 · 1 citation
    Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques