Telecom churn – reproducibility package (code, calibrated scores, models, figures)
收藏资源简介:
This record provides code and artifacts to reproduce the manuscript’s results. It includes source code (training/evaluation, post-hoc XAI), calibrated out-of-fold/test scores, cross-validation summaries, trained models, and all figures. No resampling is applied (class imbalance handled via class_weight="balanced"); PR-AUC is the primary selection metric; probabilities are isotonic-calibrated for decision-grade risk tiering. Raw IBM Telco Customer Churn data are not redistributed; obtain from the IBM Sample Data Repository.
本数据集包含用于复现投稿手稿研究结果的代码与配套资源,具体涵盖:源代码(训练/评估、事后可解释AI(post-hoc XAI))、经校准的折外/测试集评分、交叉验证结果汇总、训练完成的模型以及全部可视化图表。本数据集未执行重采样操作(通过将class_weight设为"balanced"处理类别不平衡问题);精确召回曲线下面积(PR-AUC)为首要选择指标;概率经保序校准(isotonic-calibrated)后用于决策级风险分层。原始IBM电信客户流失(IBM Telco Customer Churn)数据集不予重新分发,请从IBM示例数据存储库获取该原始数据。



