Juliana Freire

Publications in the Project

1. Using Pipeline Performance Prediction to Accelerate AutoML Systems
2. AlphaD3M: An Open-Source AutoML Library for Multiple ML Tasks
3. NYUCIN at the NTCIR-16 Dataset Search 2 Task
4. A Sketch-based Index for Correlated Dataset Search
5. Interactive Data Visualization in Jupyter Notebooks
6. DSDD: Domain-Specific Dataset Discovery on the Web
7. Correlation Sketches for Approximate Join-Correlation Queries
8. Auctus: A Dataset Search Engine for Data Discovery and Augmentation
9. An Ecosystem of Tools for Modeling Political Violence
10. Towards Evaluating Exploratory Model Building Process with AutoML Systems
11. PipelineProfiler: A Visual Analytics Tool for the Exploration of AutoML Pipelines
12. Effective Discovery of Meaningful Outlier Relationships
13. Data-Driven Domain Discovery for Structured Datasets
14. BugDoc: Algorithms to Debug Computational Processes
15. A GPU-friendly Geometric Data Model and Algebra for Spatial Queries
16. Visus: An Interactive System for Automatic Machine Learning Model Building and Curation
17. Debugging Machine Learning Pipelines
18. Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar
19. AlphaD3M: Machine Learning Pipeline Synthesis