---
title: "fMRI Analysis via One-class Machine Learning Techniques"
authors:
  - "David R. Hardoon"
  - "Larry M. Manevitz"
doi: ""
url: "https://ijcai.org/proceedings/2005/266"
pdf: "https://ijcai.org/proceedings/2005/0266.pdf"
venue: "Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence"
year: 2005
pages: "1604-1604"
track: ""
keywords:
---

# fMRI Analysis via One-class Machine Learning Techniques

David R. Hardoon, Larry M. Manevitz

*Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence*, pages 1604-1604.

## Abstract

We show how one-class compression Neural Networks and one-class SVM can be applied to fMRI data to learn the classification of brain activity associated with a specific motor activity. For comparison purposes, we use two labeled data and see what degree of classification ability is lost compared with the usual two-class SVM.