Hippocampal shape analysis in epilepsy using Laplace-Beltrami spectrum

Rosita Shishegar, Hamid Soltanian-Zadeh, Seyed Reza Moghadasi

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

7 Citations (Scopus)

Abstract

Shape analysis plays an important role in many medical imaging studies. One of the recent shape analysis methods uses the Laplace Beltrami eigenvalues which is also used in this paper for global shape comparison of hippocampus of normal subjects and epileptic patients. Popularity of the Laplace Beltrami operator in this field is due to its isometry invariance which avoids pre-processing steps like mapping,registration, and alignment. In addition, it is capable of revealing fine details in shapes that makes this method a good choice for deformation detecting purposes like epilepsy diagnosis. To examine capability of the proposed method,statistical analysis and two ways of classification, support vector machine (SVM) and finding out of normal range (ONR) subjects,are used. Moreover, to evaluate our classification results, K-fold cross-validation is performed. The best achieved results were true positive rate of 91.9% and false positive rate of 33.3%,yielded by ONR classifiers using 3 selected eigenvalues.
Original languageEnglish
Title of host publication2011 19th Iranian Conference on Electrical Engineering (ICEE)
PublisherIEEE, Institute of Electrical and Electronics Engineers
Number of pages5
ISBN (Electronic)9789644634284
ISBN (Print)9781457707308
Publication statusPublished - Aug 2011
Externally publishedYes
EventIranian Conference on Electrical Engineering (ICEE) 2011 - AmirKabir University of Technology, Tehran, Iran
Duration: 17 May 201119 May 2011
Conference number: 19th
http://www.proceedings.com/12109.html
https://www.ieee.org/conferences_events/conferences/conferencedetails/index.html?Conf_ID=18449

Conference

ConferenceIranian Conference on Electrical Engineering (ICEE) 2011
Abbreviated titleICEE 2011
CountryIran
CityTehran
Period17/05/1119/05/11
Internet address

Keywords

  • global shape analysis
  • laplace beltrami spectra
  • hippocampus
  • epilepsy
  • statistical analysis
  • K-fold cross-validation

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