Dalalyan, Arnak S.

1. Theoretical guarantees for approximate sampling from smooth and log-concave densities
   2014/12/23 by Arnak S. Dalalyan, Dalalyan, Arnak S. · 32 citations
   Economics, Econometrics and Finance · Mathematics · #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Statistical Methods and Inference #Statistics Theory (math.ST) #Stochastic processes and financial applications
2. On sampling from a log-concave density using kinetic Langevin diffusions
   2018/07/24 by Arnak S. Dalalyan, Dalalyan, Arnak S., Lionel Riou-Durand +1 · 12 citations
   Mathematics · Medicine · #Advanced MRI Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Probability (math.PR) #Statistical Methods and Inference #Statistics Theory (math.ST)
3. Further and stronger analogy between sampling and optimization: Langevin Monte Carlo and gradient descent
   2017/04/16 by Dalalyan, Arnak S. · 7 citations
   #FOS: Mathematics #Statistics Theory (math.ST)
4. Minimax rates in permutation estimation for feature matching
   2013/10/17 by Olivier Collier, Collier, Olivier, Arnak S. Dalalyan +1 · 5 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Image and Video Retrieval Techniques #Algorithms and Data Compression #FOS: Computer and information sciences #FOS: Mathematics #Genome Rearrangement Algorithms #Machine Learning (cs.LG) #Machine Learning and Algorithms #Statistics Theory (math.ST)
5. Outlier-robust estimation of a sparse linear model using ℓ₁-penalized Huber's M-estimator
   2019/04/12 by Arnak S. Dalalyan, Dalalyan, Arnak S., Philip Thompson +1 · 3 citations
   Decision Sciences · Mathematics · #Advanced Statistical Methods and Models #Advanced Statistical Process Monitoring #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Statistical Methods and Inference #Statistics Theory (math.ST)
6. Bounding the error of discretized Langevin algorithms for non-strongly log-concave targets
   2019/06/20 by Dalalyan, Arnak S., Karagulyan, Avetik, Riou-Durand, Lionel · 2 citations
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Statistics Theory (math.ST)
7. On the Exponentially Weighted Aggregate with the Laplace Prior
   2016/11/25 by Arnak S. Dalalyan, Edwin Grappin, Dalalyan, Arnak S. +3 · 2 citations
   Engineering · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #Statistics Theory (math.ST)
8. Optimal Kullback-Leibler Aggregation in Mixture Density Estimation by Maximum Likelihood
   2017/01/18 by Dalalyan, Arnak S., Sebbar, Mehdi · 1 citation
   #FOS: Mathematics #Statistics Theory (math.ST)
9. Graphon Estimation in bipartite graphs with observable edge labels and unobservable node labels
   2023/04/07 by Donier-Meroz, Etienne, Dalalyan, Arnak S., Kramarz, Francis +2 · 1 citation
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Statistics Theory (math.ST)
10. Confidence regions and minimax rates in outlier-robust estimation on the\n probability simplex
    2019/02/12 by Amir-Hossein Bateni, Bateni, Amir-Hossein, Arnak S. Dalalyan +1 · 2 citations
    Mathematics · Computer Science · Engineering · #Advanced Statistical Methods and Models #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
11. Learning Heteroscedastic Models by Convex Programming under Group Sparsity
    2013/04/16 by Arnak S. Dalalyan, Dalalyan, Arnak S., Mohamed Hebiri +5 · 1 citation
    Computer Science · Engineering · Mathematics · #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference