Yerel örgülerin minimum yayilan agaçlari ile bilissel süreç betimleme

Orhan Firat, Mete Özay, Itir Önal, Ilke Öztekin, Fatoş T. Yarman Vural

研究成果: Conference contribution

1 被引用数 (Scopus)

抄録

In this study, we propose a new graphical model, namely Cognitive Process Graph (CPG) for classifying cognitive processes. In CPG, first local meshes are formed around each voxel. Second, the relationships between a voxel and its neighbors in a local mesh, which are estimated by using a linear regression model, are used to form the edges among the voxels (graph nodes) in the CPG. Then, a minimum spanning tree (MST) of the CPG which spans all the voxels in the region of interest is computed. The arc weights of the MST are used to represent the underlying cognitive processes. Finally, the arc weights computed over the path of the MST called MST-Features (MST-F) are used to train a statistical learning machine. The proposed method is tested on a recognition memory experiment, including data pertaining to encoding and retrieval of words belonging to ten different semantic categories. Two popular classifiers, namely k- Nearest Neighbor (k-NN) and Support Vector Machine (SVM), are trained in order to predict the semantic category of the item being retrieved, based on activation patterns during encoding. The proposed method reduces the curse of dimensionality problem that is caused by very large dimension of the feature space of the fMRI measurements, compared to number of instances. The classification performance is also superior to the classical multi-voxel pattern analysis (MVPA) methods for the underlying cognitive process.

寄稿の翻訳タイトルCognitive process representation with minimum spanning tree of local meshes
本文言語Turkish
ホスト出版物のタイトル2013 21st Signal Processing and Communications Applications Conference, SIU 2013
DOI
出版ステータスPublished - 2013 8 5
イベント2013 21st Signal Processing and Communications Applications Conference, SIU 2013 - Haspolat, Turkey
継続期間: 2013 4 242013 4 26

出版物シリーズ

名前2013 21st Signal Processing and Communications Applications Conference, SIU 2013

Conference

Conference
CountryTurkey
CityHaspolat
Period13/4/2413/4/26

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Computer Science Applications

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