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financial-fake-predict's Introduction

Financial-fake-Predict

近年来不时出现上市公司财务数据造假及暴雷的情况。面对上市公司多年的财务数据报告,筛选数据指标进行跟踪分析和研究,识别真伪,避免投资踩雷🤣。谁造假谁是是是🐱‍🐉😒

本次项目源于泰迪杯数据挖掘挑战赛国二,代码未能较好包装略显凌乱。

数据

基于https://www.tipdm.org:10010/#/competition/1354705811842195456/question 的三个问题

本项目基于初始的行业分类,在此基础上又将其划分到,制造业,服务业,文娱行业,传统行业四个行业进行分析,行业重组如下 image

缺失值填补通过剔除和KNN缺失值填补结合。

模型

同时部分应用迁移学习**,发掘不同行业的共同影响特征 image

主要是基于xgboost,randomforest,svc等机器学习模型,并结合stacking构建集成模型,部分调参如下 image

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