Nested cross-validation study with Pearson correlation feature selection for breast cancer classification, reporting unbiased generalization estimates.
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Aug 28, 2026
#
nested-cross-validation
Here are 73 public repositories matching this topic...
End-to-end resting-state EEG pipeline classifying younger (20-34) vs. older (52-70) adults from 405 people in OpenNeuro ds005385: MNE-Python preprocessing, Welch spectral features and nested cross-validated gradient boosting (ROC AUC 0.90, permutation p < 0.01).
machine-learning signal-processing scikit-learn jupyter-notebook neuroscience eeg computational-neuroscience classification bids aging spectral-analysis mne-python gradient-boosting power-spectral-density eeg-analysis nested-cross-validation neurotechnology openneuro brain-aging resting-state-eeg
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Oct 3, 2026 - Jupyter Notebook
Reproducible metabolomics classification research: subject-separated nested CV, model comparisons and an interactive synthetic-data showcase.
python machine-learning bioinformatics jupyter reproducible-research scikit-learn metabolomics parkinsons-disease parkinson-disease nested-cross-validation
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Sep 25, 2026 - Python
Reproducible multiclass leaf-classification benchmark with six ML models and bilingual portfolio reports
python data-science machine-learning scikit-learn jupyter-notebook multiclass-classification nested-cross-validation
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Sep 4, 2026 - Jupyter Notebook
Predict antidepressant (SSRI) response from resting-state EEG
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Oct 9, 2026 - Python
Multiclass sentiment analysis on Amazon product reviews using lexicon-based and machine learning models, including AFINN, TF-IDF + XGBoost with nested cross-validation.
python nlp machine-learning sentiment-analysis text-classification scikit-learn xgboost tf-idf feature-engineering nested-cross-validation multi-classification
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Dec 28, 2025 - Jupyter Notebook
Python package customizing nested cross validation for tabular data.
machine-learning sklearn tabular-data cross-validation regression xgboost mixed-effects regression-models nested-cross-validation mixed-effects-models grouped-datasets neptune-ai regression-
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Sep 4, 2024 - Python
FA-ATF for joint surface roughness and Vickers hardness prediction in 51CrV4 hard turning: official DaKS data, specimen-grouped nested CV, 18-model comparison, executed notebooks, and bounded statistical evidence.
machine-learning reproducible-research regression machining nested-cross-validation surface-roughness vickers-hardness hard-turning 51crv4
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Oct 5, 2026 - Jupyter Notebook
Nested Cross-Validation for Bayesian Optimized Linear Regularization
ridge-regression bayesian-optimization elasticnet lasso-regression shrinkage nested-cross-validation
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May 21, 2020 - Python
Reproducible cross-validation sensitivity audit of protected-feature construction in a public WT2D microbiome benchmark.
feature-selection microbiome reproducibility model-evaluation nested-cross-validation research-software
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Sep 3, 2026 - Python
Internally validated 30-day mortality prediction after acute myocardial infarction using ridge logistic regression, repeated nested cross-validation, calibration, bootstrap uncertainty and decision-curve analysis.
data-science machine-learning scikit-learn logistic-regression model-calibration predictive-modeling imbalanced-data nested-cross-validation ridge-regression-model medical-data-science clinical-prediction
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Sep 8, 2026 - Jupyter Notebook
Credit default prediction on the FICO HELOC data: decoding special-value missingness, nested cross-validation, penalised logistic regression vs RBF-kernel SVM, calibration and interpretation
python machine-learning svm scikit-learn calibration logistic-regression credit-scoring credit-risk nested-cross-validation
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Sep 26, 2026 - Python
Implementation of (Kernel) Ridge Regression predictors from scratch on Kaggle's Spotify Tracks Dataset.
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Nov 26, 2023 - Jupyter Notebook
Genome-wide psoriasis biomarker discovery: limma, nested-CV elastic net, XGBoost / Random Forest / SVM with SHAP explainability (R)
machine-learning bioinformatics feature-selection rna-seq-analysis psoriasis svm-classifier random-forest-classifier nested-cross-validation differential-expression-analysis shap xgboost-classifier
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Oct 19, 2026 - R
Physics-informed knot decoder for short-crack growth curves (synthetic demo, M.Sc. thesis method)
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Oct 30, 2026 - Python
Specimen-matched RNA/protein drug-response benchmarking in AML with nested CV, plex holdout and clinical reference models.
machine-learning bioinformatics proteomics transcriptomics multi-omics nested-cross-validation acute-myeloid-leukemia drug-response
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Oct 30, 2026 - Python
Leakage-safe nested classifier comparison on the UCI Heart Disease dataset.
machine-learning scikit-learn pipelines healthcare classification uci-machine-learning nested-cross-validation
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Aug 28, 2026 - Python
Using scikit-learn RandomizedSearchCV and cross_val_score for ML Nested Cross Validation
machine-learning cross-validation hyperparameter-tuning cross-validation-score nested-cross-validation sckit-learn randomizedsearchcv vitrinedev
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Jun 19, 2023 - Jupyter Notebook
Detecting anomalies (spams) by fitting several models
machine-learning neural-network random-forest logistic-regression decision-tree singular-value-decomposition nested-cross-validation k-nearest-neighbor-classifier
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Apr 2, 2023 - Jupyter Notebook
Machine learning pipeline on Dry Bean Dataset including preprocessing, feature extraction (PCA & LDA), classification models, and nested cross-validation evaluation.
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Apr 24, 2025 - Jupyter Notebook
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