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 3 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 3 years ago
- 常用的特征选择方法☆67Jul 4, 2022Updated 3 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
- 未来杯房产租金预测算法竞赛，房产租金预测，LightGBM，XGBoost，回归，机器学习☆13Feb 13, 2021Updated 5 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 5 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- 模型融合的各种算法及特征赛选，以及串行化并行化实现方法☆12Jan 16, 2020Updated 6 years ago
- My blogs and code for machine learning. http://cnblogs.com/pinard☆13Jul 12, 2019Updated 6 years ago
- 基于XGB的上市公司财务造假预测☆14Jun 5, 2021Updated 4 years ago
- 2021华为杯研究生数学建模D题☆15Oct 18, 2021Updated 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
- 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…☆14Oct 29, 2021Updated 4 years ago
- 常见的数据预处理，包括数据加载、缺失值&异常值处理、描述性变量转换为数值型、训练测试集划分、数据规范化☆48Sep 19, 2023Updated 2 years ago
- Medical Image Analysis (MEDIA_2021) paper: Joint Categorical and Ordinal Learning for Cancer Grading in Pathology Images☆12Jun 1, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A lightweight MQTT broker w/ full spec,Clustering,WebSocket,SSL written in Java☆25Nov 17, 2016Updated 9 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
- 🎈 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 3 years ago
- 半自动生成财务分析报告☆32Jun 13, 2024Updated last year
- 数据预处理之缺失值处理，特征选择☆23Apr 3, 2019Updated 7 years 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
- 一个利用ANN（人工神经网络）和GA（遗传算法）实现污水排放溯源的个人项目。☆17Oct 30, 2020Updated 5 years ago
- 2019华为杯研究生数学建模比赛F题(二等奖)☆15Nov 11, 2019Updated 6 years ago
- 基于遗传算法的BP神经网络☆17Mar 8, 2021Updated 5 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.
- 基于遗传算法的特征选择☆130Dec 17, 2019Updated 6 years ago
- 数学建模资料、文档、知识点总结以及题目解答，等待完成中...☆11Sep 19, 2019Updated 6 years ago
- Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval, WWW 2024☆15Oct 22, 2024Updated last year
- 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
- Domain adaptation method for medical image analysis, a collection of literature reviews and code implementations.☆13Apr 28, 2025Updated last year
- 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
- ☆22Jun 20, 2024Updated last year
- VAP-Diffusion: Enriching Descriptions with MLLMs for Enhanced Medical Image Generation☆12Apr 11, 2026Updated 2 weeks ago
- 机器学习集成模型之Stacking各类模型及工具源码☆121Sep 29, 2020Updated 5 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.
- Create a noop process and get the PID☆14Aug 10, 2021Updated 4 years ago
- An address component tagger based on statistical natural language processing techniques☆11Apr 17, 2014Updated 12 years ago
- A tool for mining graph-based change patterns in Python code☆20Dec 12, 2025Updated 4 months ago
- CP-ABE测试加解密操作和密钥生成操作的性能☆11Jun 24, 2020Updated 5 years ago
- 遗传算法，Genetic Algorithm(GA)☆31Dec 9, 2016Updated 9 years ago
- 从0到1构建用户画像☆39Jun 4, 2021Updated 4 years ago
- ☆16Feb 5, 2024Updated 2 years ago