{ "doc_name": "earthmover.pdf", "structure": [ { "title": "Earth Mover\u2019s Distance based Similarity Search at Scale", "start_index": 1, "end_index": 1, "node_id": "0000" }, { "title": "ABSTRACT", "start_index": 1, "end_index": 1, "node_id": "0001" }, { "title": "INTRODUCTION", "start_index": 1, "end_index": 2, "node_id": "0002" }, { "title": "PRELIMINARIES", "start_index": 2, "end_index": 2, "nodes": [ { "title": "Computing the EMD", "start_index": 3, "end_index": 3, "node_id": "0004" }, { "title": "Filter-and-Refinement Framework", "start_index": 3, "end_index": 4, "node_id": "0005" } ], "node_id": "0003" }, { "title": "SCALING UP SSP", "start_index": 4, "end_index": 5, "node_id": "0006" }, { "title": "BOOSTING THE REFINEMENT PHASE", "start_index": 5, "end_index": 5, "nodes": [ { "title": "Analysis of EMD Calculation", "start_index": 5, "end_index": 6, "node_id": "0008" }, { "title": "Progressive Bounding", "start_index": 6, "end_index": 6, "node_id": "0009" }, { "title": "Sensitivity to Refinement Order", "start_index": 6, "end_index": 7, "node_id": "0010" }, { "title": "Dynamic Refinement Ordering", "start_index": 7, "end_index": 8, "node_id": "0011" }, { "title": "Running Upper Bound", "start_index": 8, "end_index": 8, "node_id": "0012" } ], "node_id": "0007" }, { "title": "EXPERIMENTAL EVALUATION", "start_index": 8, "end_index": 9, "nodes": [ { "title": "Performance Improvement", "start_index": 9, "end_index": 10, "node_id": "0014" }, { "title": "Scalability Experiments", "start_index": 10, "end_index": 11, "node_id": "0015" }, { "title": "Parameter Tuning in DRO", "start_index": 11, "end_index": 12, "node_id": "0016" } ], "node_id": "0013" }, { "title": "RELATED WORK", "start_index": 12, "end_index": 12, "node_id": "0017" }, { "title": "CONCLUSION", "start_index": 12, "end_index": 12, "node_id": "0018" }, { "title": "ACKNOWLEDGMENT", "start_index": 12, "end_index": 12, "node_id": "0019" }, { "title": "REFERENCES", "start_index": 12, "end_index": 12, "node_id": "0020" } ] }