Khalaj, Babak H.
- On Statistical Learning of Simplices: Unmixing Problem Revisited
2018/10/18 by Najafi, Amir, Ilchi, Saeed, Saberi, Amir H. +3 · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Out-Of-Domain Unlabeled Data Improves Generalization
2023/09/29 by Amir Hossein Saberi, Saberi, Amir Hossein, Amir Najafi +9 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Spectroscopy Techniques in Biomedical and Chemical Research
- Sample Complexity Bounds for Learning High-dimensional Simplices in Noisy Regimes
2022/09/09 by Amir Hossein Saberi, Amir Najafi, Saberi, Amir Hossein +5 · 2 citations
Mathematics · Computer Science · #Statistical Methods and Inference #Machine Learning and Algorithms #Bayesian Methods and Mixture Models
- Fundamental Limits of Pooled-DNA Sequencing
2016/04/16 by Amir Najafi, Damoun Nashta-ali, Najafi, Amir +9 · 1 citation
Biochemistry, Genetics and Molecular Biology · #FOS: Computer and information sciences #Gene expression and cancer classification #Genomics and Chromatin Dynamics #Information Theory (cs.IT) #RNA and protein synthesis mechanisms
- Gradual Domain Adaptation via Manifold-Constrained Distributionally Robust Optimization
2024/10/17 by Amir Hossein Saberi, Amir Najafi, Saberi, Amir Hossein +13 · 1 citation
Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Sparse and Compressive Sensing Techniques