José Luis Ambite

1. Membership Inference Attacks on Deep Regression Models for Neuroimaging
   2021/05/06 by Umang Gupta, Gupta, Umang, Dimitris Stripelis +9 · 3 citations
   Computer Science · Neuroscience · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Functional Brain Connectivity Studies #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Quantitative Methods (q-bio.QM) #electronic engineering #information engineering
2. Secure Neuroimaging Analysis using Federated Learning with Homomorphic Encryption
   2021/08/07 by Dimitris Stripelis, Hamza Saleem, Stripelis, Dimitris +19 · 2 citations
   Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
3. Performance Weighting for Robust Federated Learning Against Corrupted Sources
   2022/05/02 by Dimitris Stripelis, Marcin Abram, Stripelis, Dimitris +3 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Privacy-Preserving Technologies in Data
4. Federated Progressive Sparsification (Purge, Merge, Tune)+
   2022/04/26 by Dimitris Stripelis, Stripelis, Dimitris, Umang Gupta +5 · 1 citation
   Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Stochastic Gradient Optimization Techniques
5. Towards Sparsified Federated Neuroimaging Models via Weight Pruning
   2022/08/24 by Dimitris Stripelis, Stripelis, Dimitris, Umang Gupta +9 · 1 citation
   Computer Science · Neuroscience · #Cryptography and Security (cs.CR) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Functional Brain Connectivity Studies #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Quantitative Methods (q-bio.QM) #Stochastic Gradient Optimization Techniques #electronic engineering #information engineering
6. The Next PAGE in Understanding Complex Traits: Design for the Analysis of Population Architecture Using Genetics and Epidemiology (PAGE) Study
   2011/08/11 by Tara C. Matise, José Luis Ambite, Steven Buyske +13 · 1 citation
   Biochemistry, Genetics and Molecular Biology · #Genetic Associations and Epidemiology #Epigenetics and DNA Methylation #BRCA gene mutations in cancer