tjhznb666 / Predicting-future-customer-credit-risk-based-on-machine-learning-algorithmView on GitHub
利用python对3000个数据利用机器学习算法建立模型，并预测未来客户信用风险。处理数据不均衡问题时采用了SMOTE过采样以及随机过采样技术；通过相关性分析进行特征选择；建模过程中用到了Logistic回归、SVM、随机森林、GBDT四种模型，并通过网格搜索法确定最优参数；利用准确率、KS值、ROC曲线、AUC值以及lift曲线进行模型评估。
☆36Jun 8, 2022Updated 4 years ago
Alternatives and similar repositories for Predicting-future-customer-credit-risk-based-on-machine-learning-algorithm
Users that are interested in Predicting-future-customer-credit-risk-based-on-machine-learning-algorithm are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 基于机器学习的信用风险评估模型，主要使用了Sklearn库，通过逻辑回归，向量机等模型，根据借款人的个人身份信息评估是否应当发放贷款。☆20Jun 5, 2022Updated 4 years ago
- 常用的特征选择方法☆67Jul 4, 2022Updated 4 years ago
- 半自动国税发票查验，更新至3.0图形界面版☆14Dec 25, 2019Updated 6 years ago
- 随机森林模型☆10Mar 11, 2018Updated 8 years ago
- 数据预处理过程(属性选择, 异常值处理, 归一化, 标准化等)☆69Jul 25, 2020Updated 6 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- 投资/财务相关的小工具☆20Mar 17, 2018Updated 8 years ago
- 基于XGB的上市公司财务造假预测☆13Jun 5, 2021Updated 5 years ago
- 自动化财务报表分析。☆16Jun 22, 2022Updated 4 years ago
- 天池竞赛数据挖掘之二手车交易价格预测大赛☆10Mar 27, 2020Updated 6 years ago
- 回归问题是数据挖掘和机器学习中常常出现的问题----本专题以 中国移动用户 信用分预测 为例，对比分析几类 常见的回归算法，包括：线性回归、岭回归、贝叶斯岭回归、前馈神经网络、迭代提升树等。☆17Mar 28, 2019Updated 7 years ago
- 问题定义，下载数据，观察结构，找最相关部分特征； 除去异常值，填充缺省值，部分特征正态化，特征编码向量化，增加新特征； 定义评估标准，选择表现好的几个模型，模型参数最优化，stacking模型融合。最终误差降低到0.101左右。详细介绍见https://zhuanlan.z…☆17Nov 3, 2019Updated 6 years ago
- 为了深入了解一些机器学习算法，把一些经典算法的代码都过一遍。包括决策树、集成学习(Adaboost、GBDT、XgBoost、RandomForest)、支持向量机、EM算法(GMM)、极大似然估计、降维算法(PCA、LDA、T-SNE)、聚类算法(K-Mean)、kNN。☆16Apr 1, 2022Updated 4 years ago
- Codes and figures for my Master's thesis. Extracting phase information from single interferograms by utilising the phase shifting propert…☆16Oct 29, 2021Updated 4 years ago
- This method is a new oversampling algorithm and can circumvent the deficiency of WK-SMOTE (and SMOTE as well as its variants) caused by r…☆16Oct 26, 2022Updated 3 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- 🎈 2020年中国高校计算机大赛(C4)-网络技术挑战赛EP2赛项 基于XGBoost集成学习模型的在线流量分类模型☆20Jul 3, 2022Updated 4 years ago
- 使用决策树实现预测人才招聘市场的最低薪酬预测 | C4.5分类 | CART回归 | 剪枝 | 随机森林☆19Feb 20, 2019Updated 7 years ago
- type into the url in blooket: javascript:(() => {/***************************************************************************************…☆12Mar 1, 2022Updated 4 years ago
- 半自动生成财务分析报告☆33Jun 12, 2026Updated 3 months ago
- 使用多目标免疫遗传算法计算较简化海上救援选址问题 / Using multi-objective immune genetic algorithm to calculate a simplified maritime rescue location problem☆20Dec 28, 2023Updated 2 years ago
- Python 建立的BP神经网络处理预测相关公交线路数据☆37Nov 5, 2017Updated 8 years ago
- 基于遗传算法的特征选择☆129Dec 17, 2019Updated 6 years ago
- Personalized knowledge graph summarization based on historical queries☆14Jun 17, 2020Updated 6 years ago
- This study proposes a novel PG-MLIF framework, that employs deep learning, for integrating pathological images and genomic data. The code…☆11Jun 28, 2024Updated 2 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- 使用5-6个模型（可以是knn svm 贝叶斯等等）用投票的方式做一个集成学习对MNIST数据集进行分类。☆24Feb 20, 2019Updated 7 years ago
- 基于遗传算法的BP神经网络☆17Mar 8, 2021Updated 5 years ago
- 五子棋博弈算法实现包括阿尔法贝塔剪枝法和贪心算法☆16Nov 28, 2021Updated 4 years ago
- 机器学习集成模型之Stacking各类模型及工具源码☆119Sep 29, 2020Updated 6 years ago
- ☆11Jun 21, 2022Updated 4 years ago
- 基于LLaVA1.6微调的Xray识别的多模态大模型☆10Oct 22, 2024Updated last year
- Create a noop process and get the PID☆14Aug 10, 2021Updated 5 years ago
- Coinbase tag and coinbase output address based mining-pool identification for rust-bitcoin's bitcoin::{Block, Transaction}☆12Jan 22, 2026Updated 8 months ago
- Visual tool written in C++/QT5 wich helps designing sql databases☆13Mar 24, 2020Updated 6 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- 从0到1构建用户画像☆39Jun 4, 2021Updated 5 years ago
- Error detection in Knowledge Graphs: Path Ranking, Embeddings or both?☆12Jan 26, 2020Updated 6 years ago
- Python超级玛丽游戏手把手教程及代码☆11Dec 22, 2020Updated 5 years ago
- Neo4j图数据库及图算法☆16Oct 13, 2020Updated 5 years ago
- python实 现多目标启发式算法☆32Nov 8, 2020Updated 5 years ago
- 基于MPAndroidChart的专业股票图，如分时图和K线图☆11Sep 28, 2023Updated 3 years ago
- 2020 年全国大学生数学建模竞赛 C 题广东省分赛一等奖的代码和相关数据。☆18Jan 21, 2021Updated 5 years ago