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  "Title": "Resampling Methods and Tools for Imbalanced Classification",
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  "Authors@R": "c(person(\"Fatih\", \"Saglam\", email = \"saglamf89@gmail.com\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-2084-2008\")))",
  "Description": "A collection of resampling methods for class imbalance in\nclassification problems. Includes the oversampling methods\nSMOTE with boosting (SMOTEWB) by F. Sağlam and M. A. Cengiz\n(2022) <doi:10.1016/j.eswa.2022.117023>, Markov chain SMOTE\n(MCSMOTE) by F. Sağlam and M. A. Cengiz (2025)\n<doi:10.1016/j.asoc.2025.113906>, uncertainty guided\noversampling (UGO) by F. Sağlam and M. A. Cengiz (2026)\n<doi:10.1016/j.knosys.2026.115886>, and bi-directional SMOTE\n(BiSMOTE) by F. Sağlam and U. Yamak (2027)\n<doi:10.1016/j.eswa.2026.134648>, and the data relocation\napproach DatRel by F. Sağlam (2025)\n<doi:10.1007/s10994-025-06755-8>, together with commonly used\nalternatives such as SMOTE, ADASYN, Borderline-SMOTE,\nSafe-Level-SMOTE, geometric SMOTE, random oversampling and\nundersampling. The methods share the same interface: they take\na feature matrix and a factor class variable and return the\nresampled data together with the synthetic samples.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
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  "Author": "Fatih Saglam [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-2084-2008>)",
  "Maintainer": "Fatih Saglam <saglamf89@gmail.com>",
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  "_created": "2026-11-13T18:35:32.000Z",
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    {
      "page": "ADASYN",
      "title": "Adaptive Synthetic Sampling (ADASYN, 2008)",
      "topics": [
        "ADASYN"
      ]
    },
    {
      "page": "BiSMOTE",
      "title": "Bi-directional SMOTE (BiSMOTE, 2027)",
      "topics": [
        "BiSMOTE"
      ]
    },
    {
      "page": "BLSMOTE",
      "title": "Borderline-SMOTE (BLSMOTE, 2005)",
      "topics": [
        "BLSMOTE"
      ]
    },
    {
      "page": "DatRel",
      "title": "Data Relocation (DatRel, 2025)",
      "topics": [
        "DatRel"
      ]
    },
    {
      "page": "EBSMOTE",
      "title": "Evaluation-Based SMOTE (EBSMOTE, 2019)",
      "topics": [
        "EBSMOTE"
      ]
    },
    {
      "page": "evaluate",
      "title": "Evaluate a Classifier with Several Metrics",
      "topics": [
        "evaluate"
      ]
    },
    {
      "page": "GQEO",
      "title": "Quadrilateral Element Oversampling (GQEO, 2025)",
      "topics": [
        "GQEO"
      ]
    },
    {
      "page": "GSMOTE",
      "title": "Geometric SMOTE (GSMOTE, 2019)",
      "topics": [
        "GSMOTE"
      ]
    },
    {
      "page": "LEAO",
      "title": "Local Entropy-Adversarial Oversampling (LEAO, 2025)",
      "topics": [
        "LEAO"
      ]
    },
    {
      "page": "MCSMOTE",
      "title": "Markov Chain SMOTE (MCSMOTE, 2025)",
      "topics": [
        "MCSMOTE"
      ]
    },
    {
      "page": "metrics",
      "title": "Performance Metrics for Imbalanced Classification",
      "topics": [
        "ACC",
        "BACC",
        "BBrier",
        "BECE",
        "Brier",
        "ECE",
        "F1",
        "GMEAN",
        "IAM",
        "KAPPA",
        "LOGLOSS",
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        "PBrier",
        "PRAUC",
        "PRECISION",
        "RECALL",
        "ROCAUC",
        "SPECIFICITY"
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    {
      "page": "oversampleDatRel",
      "title": "Oversampling followed by DatRel (2025)",
      "topics": [
        "oversampleDatRel"
      ]
    },
    {
      "page": "ROS",
      "title": "Random Oversampling (ROS)",
      "topics": [
        "ROS"
      ]
    },
    {
      "page": "ROSE",
      "title": "Random Over-Sampling Examples (ROSE, 2014)",
      "topics": [
        "ROSE"
      ]
    },
    {
      "page": "RSLSMOTE",
      "title": "Relocating Safe-Level SMOTE (RSLSMOTE, 2016)",
      "topics": [
        "RSLSMOTE"
      ]
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    {
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        "RUS"
      ]
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        "RWO"
      ]
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      "page": "SLSMOTE",
      "title": "Safe-Level SMOTE (SLSMOTE, 2009)",
      "topics": [
        "SLSMOTE"
      ]
    },
    {
      "page": "SMOTE",
      "title": "Synthetic Minority Oversampling Technique (SMOTE, 2002)",
      "topics": [
        "SMOTE"
      ]
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      "title": "SMOTE with Boosting (SMOTEWB, 2022)",
      "topics": [
        "SMOTEWB"
      ]
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