AMPLab Publications

• Weakly-supervised Discovery of Visual Pattern Configurations
• Monotone Closure of Relaxed Constraints in Submodular Optimization: Connections Between Minimization and Maximization
• Submodular meets Structured: Finding Diverse Subsets in Exponentially-Large Structured Item Sets
• Efficient and Accurate Clustering for Large-Scale Genetic Mapping
• On the Convergence Rate of Decomposable Submodular Function Minimization
• Parallel Double Greedy Submodular Maximization
• Curvature and Optimal Algorithms for Learning and Minimizing Submodular Functions
• Learning Scalable Discriminative Attributes with Sample Relatedness
• On learning to localize objects with minimal supervision
• Reflection methods for user-friendly submodular optimization
• Optimistic Concurrency Control for Distributed Unsupervised Learning
• Fast semidifferential-based submodular function optimization