DenseNet and Support Vector Machine classifications of major depressive disorder using vertex-wise cortical features.
Vladimir BelovTracy Erwin-GrabnerLing-Li ZengChristopher R. K. ChingAndré AlemanAlyssa R. AmodZeynep BasgozeFrancesco BenedettiBianca BesteherKatharina BroschRobin BülowRomain ColleColm G. ConnollyEmmanuelle CorrubleBaptiste Couvy-DuchesneKathryn CullenUdo DannlowskiChristopher G. DaveyAnnemiek DolsJan ErnstingJennifer W. EvansLukas FischPaola Fuentes-ClaramonteAli Saffet GonulIan H. GotlibHans Jörgen GrabeNynke A. GroenewoldDominik GrotegerdTim HahnJ. Paul HamiltonLaura K. M. HanBen J. HarrisonTiffany C. HoNeda JahanshadAlec J. JamiesonAndriana KarukTilo KircherBonnie Klimes-DouganSheri-Michelle KoopowitzThomas M. LancasterRamona LeeningsMeng LiDavid E. J. LindenFrank P. MacMasterDavid M. A. MehlerSusanne MeinertElisa MelloniBryon A. MuellerBenson MwangiIgor NenadicAmar OjhaYasumasa OkamotoMardien L. OudegaBrenda W. J. H. PenninxSara PolettiEdith Pomarol-ClotetMaria J. PortellaElena PozziJoaquim RaduaElena Rodríguez-CanoMatthew D. SacchetRaymond SalvadorAnouk SchranteeKang SimJair C. SoaresAleix SolanesDan J. SteinFrederike SteinAleks StolicynSophia I. ThomopoulosYara J. ToendersAslihan Uyar-DemirEduard VietaYolanda Vives-GilabertHenry VölzkeMartin WalterHeather C. WhalleySarah WhittleNils R. WinterKatharina WittfeldMargaret J. WrightMon-Ju WuTony T. YangCarlos ZarateDick J. VeltmanLianne SchmaalPaul M. ThompsonRoberto Goya-MaldonadoPublished in: CoRR (2023)
Keyphrases
- support vector machine
- svm classifier
- feature vectors
- feature space
- image features
- feature extraction
- classification method
- multi class
- classification accuracy
- prior knowledge
- support vector machine svm
- pairwise
- svm classification
- reduced set
- multiple features
- selected features
- benchmark datasets
- machine learning
- kernel function
- text classification
- feature set
- semi supervised
- support vector
- multiscale
- training data
- feature selection