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zhaohui guang's Projects

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Auto-ML python code for radiomics analysis

awesome-quant icon awesome-quant

A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)

captk icon captk

Cancer Imaging Phenomics Toolkit (CaPTk) is a software platform to perform image analysis and predictive modeling tasks. Documentation: https://cbica.github.io/CaPTk

ctdna icon ctdna

This project involves liquid biopsy and lung CT imaging for the cancer patients. Target lesions (tumors) are manually segmented by Sharyn and we extracted radiomics features using pyradiomics.

dipy icon dipy

Diffusion MR Imaging in Python

dl_radiomics_fusion icon dl_radiomics_fusion

Comparison and fusion of deep learning and radiomics features of ground-glass nodules to predict the invasiveness risk of stage-I lung adenocarcinomas in CT scan

dmradiomics icon dmradiomics

Scripts to compute the features and fit radiomics models as used in the paper "Differential diagnosis and mutation stratification of desmoid tumors on MRI using a radiomics approach." M. J. M. Timbergen, M. P. A. Starmans et al. 2020.

ec-paper icon ec-paper

This repository contains all python source code files to demonstrate how to conduct the machine learning described in the paper entitled "Machine Learning-Based Radiomics Analysis for Differentiation Degree and Lymphatic Node Metastasis of Extrahepatic Cholangiocarcinoma".

gbm-robustradiomics icon gbm-robustradiomics

Code accompanying the paper "Radiomics for glioblastoma survival analysis in pre-operative MRI: exploring feature robustness, class boundaries, and machine learning techniques"

gpt-llmmed icon gpt-llmmed

Large Language Models Streamline Automated Machine Learning for Clinical Studies

lppls icon lppls

Library for fitting the LPPLS model to data.

markowitz icon markowitz

Python script that takes stocks in a portfolio and outputs the two Markowitz portfolios on the efficient frontier: Max Sharpe Ratio (MSR) portfolio allocation and Global Minimum Volatility (GMV) portfolio allocation

melaradiomics icon melaradiomics

Scripts to compute the radiomics features and fit the machine learning models as presented in the paper "The BRAF P.V600E Mutation Status of Melanoma Lung Metastases Cannot Be Discriminated on Computed Tomography by LIDC Criteria nor Radiomics Using Machine Learning." by L. Angus and M. P. A. Starmans et al. 2021.

mesentericradiomics icon mesentericradiomics

Scripts to compute the features and fit radiomics models as used in the paper: Blazevic, A., Starmans, M. P. A., Brabander, T., Dwarkasingh, R., van Gils, R., Hofland, J., Franssen, G. J., Feelders, R. A., Niessen, W. J., Klein, S., & de Herder, W. W. (2021). Predicting symptomatic mesenteric mass in neuroendocrine tumors using radiomics, Endocrine-Related Cancer, ERC-21-0064.

networkssession icon networkssession

All materials for the Networks practical of the 2019 Statistics for Omics course

o-raw icon o-raw

Ontology-guided Radiomics Analysis Workflow (O-RAW)

pablo icon pablo

Publicly Available Brain image anaLysis tOol kit

pandas-montecarlo icon pandas-montecarlo

A lightweight Python library for running simple Monte Carlo Simulations on Pandas Series data

pyfolio icon pyfolio

Portfolio and risk analytics in Python

pythonmlproject icon pythonmlproject

Machine Learning Model: classifying malignant vs benign brain tumors

qlib icon qlib

Qlib is an AI-oriented quantitative investment platform, which aims to realize the potential, empower the research, and create the value of AI technologies in quantitative investment. With Qlib, you can easily try your ideas to create better Quant investment strategies.

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