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aizulfaiz's Projects

awesome-imbalanced-learning icon awesome-imbalanced-learning

A curated list of awesome imbalanced learning papers, codes, frameworks, and libraries. | 类别不平衡学习:论文、代码、框架与库

fault-prediction-using-nasa-mdp-dataset icon fault-prediction-using-nasa-mdp-dataset

Identifying the best algorithm for defect prediction in softwares and providing the most accurate results. The Metrics Data Program dataset provided by NASA has been used.

gan_oversampling icon gan_oversampling

Master's thesis: an application of Generative Adversarial Network to imbalanced datasets.

imbalanced-dataset-sampler icon imbalanced-dataset-sampler

A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.

imbsdp icon imbsdp

Imbalanced learning for software defect prediction

loras icon loras

Localized Randomized Affine Shadowsampling (LoRAS) oversampling technique

pca-ann icon pca-ann

Defects in a computer program are predicted using ANN and Dimensionality Reduction Technique like PCA and then training a classifier hence comparing both the techniques.

promise20-defectpredictiontreeensembles icon promise20-defectpredictiontreeensembles

Repository for "Software Defect Prediction Using Tree-based Ensembles" published in 16th ACM International Conference on Predictive Modeling in Software Engineering (PROMISE 20)

smote_variants icon smote_variants

A collection of 85 minority oversampling techniques (SMOTE) for imbalanced learning with multi-class oversampling and model selection features

softwarefaultprediction icon softwarefaultprediction

we proposed a software defect predictive development models using machine learning techniques that can enable the software to continue its projected task.

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