AMPLab Publications

• Multi-Task Learning for Straggler Avoiding Predictive Job Scheduling
• Faster Jobs in Distributed Data Processing using Multi-Task Learning
• The missing piece in complex analytics: Low latency, scalable model management and serving with Velox
• Efficient and Accurate Clustering for Large-Scale Genetic Mapping
• Parallel Double Greedy Submodular Maximization
• GraphX: Graph Processing in a Distributed Dataflow Framework
• GraphX: Unifying Data-Parallel and Graph-Parallel Analytics
• MLI: An API for Distributed Machine Learning
• Optimistic Concurrency Control for Distributed Unsupervised Learning
• GraphX: A Resilient Distributed Graph System on Spark