The chapter will focus on the use of machine learning techniques, such as Support Vector Machines (SVM), in CAD issues. First, an introduction of SVMs will be presented, with a particular attention to their use as classifiers. A brief theory preamble and a survey of advantages of SVMs over other classifiers will be provided. Finally, examples of mass and microcalcifications detection based on SVMs will be described and reviewed. Particular emphasis will be given to detection techniques which do not make use of extracted features for isolating the suspect regions.

Support Vector Machines in CAD Mammography / R. Campanini; N. Lanconelli; M. Roffilli. - STAMPA. - (2006), pp. 229-262.

Support Vector Machines in CAD Mammography

CAMPANINI, RENATO;LANCONELLI, NICO;ROFFILLI, MATTEO
2006

Abstract

The chapter will focus on the use of machine learning techniques, such as Support Vector Machines (SVM), in CAD issues. First, an introduction of SVMs will be presented, with a particular attention to their use as classifiers. A brief theory preamble and a survey of advantages of SVMs over other classifiers will be provided. Finally, examples of mass and microcalcifications detection based on SVMs will be described and reviewed. Particular emphasis will be given to detection techniques which do not make use of extracted features for isolating the suspect regions.
2006
Breast imaging, mammography, and computer-aided diagnosis of breast cancer
229
262
Support Vector Machines in CAD Mammography / R. Campanini; N. Lanconelli; M. Roffilli. - STAMPA. - (2006), pp. 229-262.
R. Campanini; N. Lanconelli; M. Roffilli
File in questo prodotto:
Eventuali allegati, non sono esposti

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/28459
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact