Singh, Shashank
- Finite-Sample Analysis of Fixed-k Nearest Neighbor Density Functional Estimators
2016/06/05 by Shashank Kumar Singh, Singh, Shashank, Barnabás Póczos +2 · 3 citations
Computer Science · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Information Theory (cs.IT) #Machine Learning (stat.ML) #Statistical Methods and Inference #Statistics Theory (math.ST)
- Analysis of k-Nearest Neighbor Distances with Application to Entropy Estimation
2016/03/28 by Shashank Singh, Barnabás Póczos, Singh, Shashank +1 · 4 citations
Computer Science · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #FOS: Mathematics #Face and Expression Recognition #Information Theory (cs.IT) #Machine Learning (stat.ML) #Statistical Methods and Inference #Statistics Theory (math.ST)
- Nonparametric Density Estimation under Adversarial Losses
2018/05/22 by Singh, Shashank, Uppal, Ananya, Li, Boyue +3 · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
- Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses
2019/02/09 by Ananya Uppal, Uppal, Ananya, Shashank Singh +3 · 2 citations
Computer Science · Mathematics · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Statistical Methods and Inference #Statistics Theory (math.ST)
- Optimal Binary Classification Beyond Accuracy
2021/07/05 by Singh, Shashank, Khim, Justin · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
- Exponential Concentration of a Density Functional Estimator
2016/03/28 by Shashank Singh, Singh, Shashank, Barnabás P óczos +1 · 2 citations
Computer Science · Decision Sciences · Engineering · #Advanced Statistical Process Monitoring #Control Systems and Identification #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
- Generalized Exponential Concentration Inequality for R 'enyi Divergence\n Estimation
2016/03/28 by Shashank Kumar Singh, Barnabás Póczos, Singh, Shashank +1 · 1 citation
Computer Science · Engineering · Mathematics · #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #Statistics Theory (math.ST)
- Nonparanormal Information Estimation
2017/02/24 by Shashank Singh, Barnabás Póczos, Singh, Shashank +1 · 1 citation
Computer Science · Mathematics · #Advanced Statistical Methods and Models #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Statistical Methods and Inference #Statistics Theory (math.ST)
- Spuriosity Didn't Kill the Classifier: Using Invariant Predictions to Harness Spurious Features
2023/07/19 by Cian Eastwood, Shashank Kumar Singh, Eastwood, Cian +9 · 2 citations
Computer Science · #Machine Learning and Data Classification #Domain Adaptation and Few-Shot Learning #Anomaly Detection Techniques and Applications
- Continuum-Armed Bandits: A Function Space Perspective
2020/10/15 by Singh, Shashank · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Statistics Theory (math.ST)
- Probable Domain Generalization via Quantile Risk Minimization
2022/07/20 by Eastwood, Cian, Robey, Alexander, Singh, Shashank +4 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Minimax Distribution Estimation in Wasserstein Distance
2018/02/24 by Shashank Singh, Singh, Shashank, Barnabás Póczos +1 · 1 citation
Mathematics · Decision Sciences · #Point processes and geometric inequalities #Geometric Analysis and Curvature Flows #Risk and Portfolio Optimization