Ashtiani, Hassan
- Polynomial Time and Private Learning of Unbounded Gaussian Mixture Models
2023/03/07 by Arbas, Jamil, Ashtiani, Hassan, Liaw, Christopher · 5 citations
#Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- On the Sample Complexity of Privately Learning Unbounded High-Dimensional Gaussians
2020/10/19 by Aden-Ali, Ishaq, Ashtiani, Hassan, Kamath, Gautam · 2 citations
#Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Benefits of Additive Noise in Composing Classes with Bounded Capacity
2022/06/14 by Alireza F. Pour, Hassan Ashtiani, Pour, Alireza Fathollah +1 · 2 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Sample-Efficient Learning of Mixtures
2017/06/06 by Ashtiani, Hassan, Ben-David, Shai, Mehrabian, Abbas · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Sample-Optimal Locally Private Hypothesis Selection and the Provable Benefits of Interactivity
2023/12/09 by Alireza F. Pour, Pour, Alireza F., Hassan Ashtiani +3 · 2 citations
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Complexity and Algorithms in Graphs
- Private and polynomial time algorithms for learning Gaussians and beyond
2021/11/22 by Ashtiani, Hassan, Liaw, Christopher · 1 citation
#Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Representation Learning for Clustering: A Statistical Framework
2015/06/19 by Hassan Ashtiani, Shai Ben-David, Ashtiani, Hassan +1 · 1 citation
Computer Science · #Algorithms and Data Compression #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms