Update the GNN encoding for XGB financial example #3039
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YuanTingHsieh
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Oct 14, 2024
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* Readme notebook polish and cleanup * Reorganize folder structure and initial gnn * Complete the graph generate step with edgemap output * Format fix * Format fix * Add graph construction and training notebooks * Add full gnn functionality * Update wording for readme * update the GNN embedding usage --------- Co-authored-by: Chester Chen <[email protected]> Co-authored-by: Yuan-Ting Hsieh (謝沅廷) <[email protected]>
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YuanTingHsieh
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Dec 10, 2024
* Add GNN encoder and xgb outputs for finance end-to-end example (#2970) * Readme notebook polish and cleanup * Reorganize folder structure and initial gnn * Complete the graph generate step with edgemap output * Format fix * Format fix * Add graph construction and training notebooks * Add full gnn functionality * Update wording for readme --------- Co-authored-by: Chester Chen <[email protected]> * Update the GNN encoding for XGB financial example (#3039) * Readme notebook polish and cleanup * Reorganize folder structure and initial gnn * Complete the graph generate step with edgemap output * Format fix * Format fix * Add graph construction and training notebooks * Add full gnn functionality * Update wording for readme * update the GNN embedding usage --------- Co-authored-by: Chester Chen <[email protected]> Co-authored-by: Yuan-Ting Hsieh (謝沅廷) <[email protected]> * Add XGB explainability output (#3044) * Add XGB explainability output * typo fix * format fix * Update finance end-to-end readme for figure position (#3046) * Update README.md * Update xgboost.ipynb * Fix xgb explanability issue (#3078) * Implement a new algorithm for the CUDA plugin (#3085) * New cuda plugin implementation Signed-off-by: YuanTingHsieh <[email protected]> * Update docstring * Rename CellTable to GHPairArray for clarity and allow max_num_of_gh_pair_per_launch to be customized --------- Signed-off-by: YuanTingHsieh <[email protected]> --------- Signed-off-by: YuanTingHsieh <[email protected]> Co-authored-by: Ziyue Xu <[email protected]> Co-authored-by: Chester Chen <[email protected]>
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Fixes previous result where GNN encoding performs worse than raw feature
Description
GNN encoding is supposed to be used as secondary complementary features, rather than by itself, changing the behavior
Types of changes
./runtest.sh.