Breast Cancer Detection in Mammogram Medical Images with Data Mining Techniques - Inria - Institut national de recherche en sciences et technologies du numérique Accéder directement au contenu
Communication Dans Un Congrès Année : 2013

Breast Cancer Detection in Mammogram Medical Images with Data Mining Techniques

Konstantinos Kontos
  • Fonction : Auteur
  • PersonId : 1000627
Manolis Maragoudakis
  • Fonction : Auteur
  • PersonId : 992336

Résumé

A domain of interest for data mining applications is the study of biomedical data which, in combination with the field of image processing, provide thorough analysis in order to discover hidden patterns or behavior. Towards this direction, the present paper deals with the detection of breast cancer within digital mammography images. Identification of breast cancer poses several challenges to traditional data mining applications, particularly due to the high dimensionality and class imbalance of training data. In the current approach, genetic algorithms are utilized in an attempt to reduce the feature set to the informative ones and class imbalance issues were also dealt by incorporating a hybrid boosting and genetic sub-sampling approach. As regards to the feature extraction approach, the idea of trainable segmentation is borrowed, using Decision Trees as the base learner. Results show that the best precision and recall rates are achieved by using a combination of Adaboost and k-Nearest Neighbor.
Fichier principal
Vignette du fichier
978-3-642-41142-7_35_Chapter.pdf (517.6 Ko) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-01459629 , version 1 (07-02-2017)

Licence

Paternité

Identifiants

Citer

Konstantinos Kontos, Manolis Maragoudakis. Breast Cancer Detection in Mammogram Medical Images with Data Mining Techniques. 9th Artificial Intelligence Applications and Innovations (AIAI), Sep 2013, Paphos, Greece. pp.336-347, ⟨10.1007/978-3-642-41142-7_35⟩. ⟨hal-01459629⟩
122 Consultations
435 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More