11 Commits
Author SHA1 Message Date
seung6lee d92bcbf635 Add report file 2026-07-17 20:47:35 +09:00
seung6lee 110b70b3ba Remove separator 2026-01-09 08:56:01 +09:00
seung6lee 421a836dbd Add usage section 2026-01-09 08:53:42 +09:00
seung6lee 4a2fc04ab1 Delete .gitignore 2026-01-09 08:48:19 +09:00
stingray0225 4bec73a4e6 Revise README and update experimental result figures
Expanded and clarified the README with detailed motivation, methodology, and evaluation of the Geometry Preserving Categorical Encoder (GPCE). Replaced the previous results image with five new figures (fig1.png to fig5.png) illustrating model accuracy comparisons across datasets and encoding methods.
2026-01-09 03:48:54 +09:00
stingray0225 9c412771ad Add bank dataset and results image
Added datasets/bank.csv containing banking data and results/bank.png as an output image. Updated main.py to support the new dataset and generate results.
2026-01-09 03:18:53 +09:00
stingray0225 3e15c17ace Merge branch 'main' of https://github.com/stingraypark/GPC_Encoder 2026-01-08 23:58:39 +09:00
stingray0225 87c79d97e8 Add GPC encoder and main evaluation script
Added gpc_encoder.py implementing the Geometry Preserving Category Encoder (GPCE) for categorical feature encoding. Introduced main.py, a script for loading data, applying various encoders (GPCE, Label, OneHot, Target), training multiple classifiers, evaluating accuracy, and visualizing results. Also added a .gitignore for Python virtual environments and cache files.
2026-01-08 23:57:21 +09:00
seung6lee 838e7e1354 Add GPCEncoder.py and main.py
main.py is a code that analysis the accuracy between various encoders.
2026-01-08 23:56:43 +09:00
stingray eb75ddf1e4 Add introduction and purpose to README.md
Added an introduction and purpose section for GPC Encoder, outlining limitations of common encoding methods and the advantages of GPC Encoder.
2026-01-08 22:33:30 +09:00
stingray 8f73250237 Add files via upload 2026-01-08 22:15:25 +09:00