MenglinLu / Patient-representation-based-on-statistics
基于MIMICIII临床数据库，对传统基于简单统计特征的患者表示进行改进，使用遗传算法获取重要统计特征对患者进行表示，基于StackIng的模型Super Learner预测患者进入ICU24时后的死亡率，与包括疾病严重程度评分以及基于简单统计特征的患者表示构成的baseline进行对比，AUC平均提高0.05。
☆13Updated 5 years ago
Related projects ⓘ
Alternatives and complementary repositories for Patient-representation-based-on-statistics
- Using traditional machine learning and deep learning methods to predict stuff from TCGA pathology slides.☆18Updated 6 years ago
- ☆21Updated 3 years ago
- Radiomics Analysis for Prediction of EGFR Mutations and Ki-67 Proliferation Index in Patients with Non-Small Cell Lung Cancer☆14Updated 2 years ago
- ☆14Updated last year
- Multivariable Mendelian randomization to investigate the independent effects of smoking and alcohol on risk of head and neck cancer☆31Updated 4 years ago
- 🫀 Code for "Neural network-based integration of polygenic and clinical information: Development and validation of a prediction model for…☆13Updated 2 years ago
- We used different machine learning approaches to build models for detecting and visualizing important prognostic indicators of breast can…☆12Updated 4 years ago
- DCAP:Integrating multi-omics data with deep learning for predicting cancer prognosis☆21Updated 3 years ago
- Analysis workflow for MRC-IEU PhD mini-project on childhood BMI effect on breast cancer☆76Updated 7 months ago
- ☆38Updated last year
- Config files for my GitHub profile.☆12Updated last year
- Analysis code for applied UK Biobank analyses in Mendelian randomisation for mediation analysis and example code for MR and mediation ana…☆12Updated 4 years ago
- Dementia (Alzheimer's Disease) Risk Prediction Tool based on UK Biobank☆18Updated 2 years ago
- UKB Phenotype process☆45Updated this week
- This repository is a tutorial about survival analysis based on advanced machine learning methods including Random Forest, Gradient Boosti…☆30Updated 5 years ago
- The Zhang's lab aims to provide a model or GUI of algorithm for example and further studies. ALL of them are used just for research, but…☆10Updated 4 years ago
- Appendix to the paper "Developing clinical prediction models: a step-by-step practical guide with examples in R"☆29Updated 7 months ago
- ☆35Updated 3 months ago
- ☆27Updated 6 years ago
- SALMON: Survival Analysis Learning with Multi-Omics Neural Networks☆69Updated last month
- Implementation of DeepSurv using Keras☆49Updated last year
- Python for UK Biobank data analysis. Author: saphir746☆15Updated 5 years ago
- 2021/7/9测试KwaiSurvival的实验代码☆11Updated 3 years ago
- R语言实战临床预测模型☆39Updated 2 weeks ago
- Pipeline for processing UK biobank data☆12Updated 4 years ago
- Description of the obesity project done with MIMIC-III database on March 2017.☆12Updated 5 years ago
- This repo is about predicting survival time of a patient using different deep learning techniques. Basically many models were developed b…☆12Updated 4 years ago
- Trained model and inference code for early triage of critically-ill COVID-19 patients.☆94Updated 4 years ago
- Create a PheWAS code based phenome using ICD9 and ICD10 data from baskets of the UK biobank☆23Updated last year
- ☆17Updated 4 years ago