Pittas, Thanasis

1. Statistical Query Lower Bounds for List-Decodable Linear Regression
   2021/06/17 by Ilias Diakonikolas, Daniel M. Kane, Diakonikolas, Ilias +7 · 4 citations
   Computer Science · Medicine · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #SARS-CoV-2 detection and testing #Statistics Theory (math.ST)
2. Near-Optimal Algorithms for Gaussians with Huber Contamination: Mean Estimation and Linear Regression
   2023/12/04 by Ilias Diakonikolas, Daniel M. Kane, Diakonikolas, Ilias +5 · 3 citations
   Computer Science · Engineering · #Data Structures and Algorithms (cs.DS) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Target Tracking and Data Fusion in Sensor Networks
3. The Optimality of Polynomial Regression for Agnostic Learning under Gaussian Marginals
   2021/02/08 by Ilias Diakonikolas, Diakonikolas, Ilias, Daniel M. Kane +5 · 3 citations
   Computer Science · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Statistics Theory (math.ST)
4. List-Decodable Sparse Mean Estimation via Difference-of-Pairs Filtering
   2022/06/10 by Diakonikolas, Ilias, Kane, Daniel M., Karmalkar, Sushrut +2 · 1 citation
   #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
5. Statistical Query Lower Bounds for Learning Truncated Gaussians
   2024/03/04 by Ilias Diakonikolas, Diakonikolas, Ilias, Daniel M. Kane +5 · 2 citations
   Computer Science · #Machine Learning and Data Classification #Gaussian Processes and Bayesian Inference #Bayesian Modeling and Causal Inference
6. Streaming Algorithms for High-Dimensional Robust Statistics
   2022/04/26 by Ilias Diakonikolas, Diakonikolas, Ilias, Daniel M. Kane +5 · 1 voice · 1 citation
   Computer Science · Mathematics · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST) #cs.DS #cs.LG #math.ST #stat.ML
7. Optimal Robust Estimation under Local and Global Corruptions: Stronger Adversary and Smaller Error
   2024/10/22 by Thanasis Pittas, Ankit Pensia, Pittas, Thanasis +1 · 2 citations
   Agricultural and Biological Sciences · Mathematics · #Agricultural risk and resilience #Advanced Statistical Methods and Models