• SMOTE

  • Referenced in 128 articles [sw34239]
  • Technique. An approach to the construction of classifiers from imbalanced datasets is described. A dataset ... means of increasing the sensitivity of a classifier to the minority class. This paper shows ... majority (normal) class can achieve better classifier performance (in ROC space) than only under-sampling ... sampling the majority class can achieve better classifier performance (in ROC space) than varying...
  • PASCAL VOC

  • Referenced in 120 articles [sw36507]
  • identified; and the use of a joint classifier over the submitted algorithms in order...
  • e1071

  • Referenced in 98 articles [sw07985]
  • shortest path computation, bagged clustering, naive Bayes classifier...
  • OpenCV

  • Referenced in 96 articles [sw11376]
  • detect and recognize faces, identify objects, classify human actions in videos, track camera movements, track...
  • SLIQ

  • Referenced in 50 articles [sw11759]
  • SLIQ: A fast scalable classifier for data mining. Classification is an important problem ... paper discusses issues in building a scalable classifier and presents the design of SLIQ ... classifier. SLIQ is a decision tree classifier that can handle both numeric and categorical attributes ... scale for large data sets and classify data sets irrespective of the number of classes...
  • SIMPLIcity

  • Referenced in 87 articles [sw14893]
  • color, texture, shape, and location. The system classifies images into semantic categories. Potentially, the categorization...
  • 4eMka2

  • Referenced in 53 articles [sw16168]
  • classification rules from a set of already classified examples. These rules could be used ... user is simplified to preparation of the classified examples set and analysis of induced rules...
  • RegulonDB

  • Referenced in 51 articles [sw25948]
  • supported by their corresponding evidences, now classified as strong or weak. Transcription factors are classified...
  • ROBPCA

  • Referenced in 67 articles [sw11592]
  • produces a diagnostic plot that displays and classifies the outliers. We apply the algorithm...
  • NIMBUS

  • Referenced in 63 articles [sw04339]
  • iteration, a decision maker is asked to classify the objective functions into up to five...
  • bnlearn

  • Referenced in 60 articles [sw08265]
  • Tree-Augmented Naive Bayes (TAN) classifiers are also implemented. Some utility functions (model comparison...
  • Euk-mPLoc

  • Referenced in 42 articles [sw26860]
  • mPLoc: a fusion classifier for large-scale eukaryotic protein subcellular location prediction by incorporating multiple ... overcome such a barrier, a new ensemble classifier, named Euk-mPLoc, was developed that...
  • Protege

  • Referenced in 58 articles [sw17512]
  • define ontologies. It also includes deductive classifiers to validate that models are consistent...
  • Cohn-Kanade

  • Referenced in 57 articles [sw04974]
  • recognition, a linear support vector machine (SVM) classifier with leave-one-out subject cross-validation...
  • Memtype-2L

  • Referenced in 39 articles [sw16472]
  • Matrix) vectors, and by containing an ensemble classifier formed by fusing many powerful individual ... Optimized Evidence-Theoretic K-Nearest Neighbor) classifiers. The success rates obtained by MemType...
  • iLoc-Euk

  • Referenced in 37 articles [sw22434]
  • iLoc-Euk: a multi-label classifier for predicting the subcellular localization of singleplex and multiplex ... benchmark dataset of eukaryotic proteins classified into the following 22 location sites: (1) acrosome...
  • Hum-PLoc

  • Referenced in 24 articles [sw26863]
  • PLoc: a novel ensemble classifier for predicting human protein subcellular localization. Predicting subcellular localization ... such a representation frame, a novel ensemble classifier, called ”Hum-PLoc”, was developed by fusing ... many basic individual classifiers through a voting system. The ”engine” of these basic classifiers ... demonstration, tests were performed with the ensemble classifier for human proteins among the following...
  • HLM

  • Referenced in 44 articles [sw06516]
  • individual subjects of study may be classified or arranged in groups which themselves have qualities...
  • GHC

  • Referenced in 43 articles [sw23765]
  • guard. Although Guarded Horn Clauses can be classified into the family of logic programming languages...
  • ROCR

  • Referenced in 42 articles [sw04551]
  • ROCR: Visualizing the performance of scoring classifiers , ROC graphs, sensitivity/specificity curves, lift charts, and precision/recall...