Package index
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biological.effects()
- Add biological effects to benchmark data
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classification.all()
- Apply all classification methods to a precision object
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classification.knn()
- K-Nearest Neighbors (KNN) Classification
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classification.lasso()
- Classification with LASSO Logistic Regression
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classification.pam()
- PAM Classification
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classification.ranfor()
- Random Forest Classification
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classification.svm()
- Support Vector Machine (SVM) Classification
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cleanup.augmented.data()
- Clean Up Cached Augmented Data
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cluster.all()
- Apply all clustering methods to a precision object
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cluster.hc()
- Hierarchical clustering for harmonized data
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cluster.kmeans()
- K-means clustering for harmonized data
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cluster.mnm()
- Gaussian Mixture Model clustering for harmonized data
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cluster.pam()
- Partitioning Around Medoids (PAM) clustering for harmonized data
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cluster.som()
- Self-Organizing Map (SOM) clustering for harmonized data
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create.precision.classification()
- Create precision object for classification
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create.precision.cluster()
- Create precision object for clustering
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data.benchmark
- MiRNA Sequencing Benchmark Data
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data.group
- Sample Labels of the test and benchmark data
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data.miR.info
- MiRNA Information
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data.test
- MiRNA Sequencing Test Data
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handling.effects()
- Add handling effects to benchmark data
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harmon.ComBat.Seq()
- Apply ComBat-Seq to Precision Object
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harmon.DESeq()
- Apply DESeq Harmonization to Precision Object
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harmon.PoissonSeq()
- Apply PoissonSeq to Precision Object
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harmon.QN()
- Apply Standard Quantile normalization to Precision Object
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harmon.QN.frozen()
- Apply Standard Quantile normalization with frozen parameters
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harmon.RUVg()
- Apply RUVg Harmonization to Precision Object
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harmon.RUVr()
- Apply RUVr Harmonization to Precision Object
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harmon.RUVs()
- Apply RUVs Harmonization to Precision Object
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harmon.SVA()
- Apply SVA Harmonization to Precision Object
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harmon.TC()
- Apply Total Count (TC) Normalization to Precision Object
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harmon.TMM()
- Apply TMM Harmonization to Precision Object
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harmon.TMM.frozen()
- Apply TMM Harmonization with frozen parameters to Precision Object
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harmon.UQ()
- Perform Upper Quartile (UQ) Normalization
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harmon.all()
- Apply all harmonization methods to a precision object
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harmon.med()
- Apply Median Harmonization to Precision Object
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load.augmented.data()
- Load augmented data from GitHub (with integrity check)
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precision-class
precision
- Precision Class