TY - GEN
T1 - Automated classification of dementia subtypes from post-mortem cortex images
AU - Cornforth, David
AU - Jelinek, Herbert
PY - 2005
Y1 - 2005
N2 - We apply automated classification techniques to determine whether dementia is associated with changes in the physical structure of small blood vessels in the brain. A successful predictive model would imply such an association. The use of measures derived from fractal analysis, and the use of machine learning classification algorithms, allow exploration of highly complex relationships. Results suggest that although physiological differences are difficult to detect, and vary between different areas of brain tissue, there is evidence for such an association. If such changes can be detected from images of post mortem tissue, this implies that investigation of the medical significance of these changes could provide greater understanding of this class of diseases.
AB - We apply automated classification techniques to determine whether dementia is associated with changes in the physical structure of small blood vessels in the brain. A successful predictive model would imply such an association. The use of measures derived from fractal analysis, and the use of machine learning classification algorithms, allow exploration of highly complex relationships. Results suggest that although physiological differences are difficult to detect, and vary between different areas of brain tissue, there is evidence for such an association. If such changes can be detected from images of post mortem tissue, this implies that investigation of the medical significance of these changes could provide greater understanding of this class of diseases.
UR - http://www.scopus.com/inward/record.url?scp=33745622434&partnerID=8YFLogxK
U2 - 10.1007/11589990_188
DO - 10.1007/11589990_188
M3 - Conference contribution
AN - SCOPUS:33745622434
SN - 3540304622
SN - 9783540304623
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 1285
EP - 1288
BT - AI 2005
T2 - 18th Australian Joint Conference on Artificial Intelligence, AI 2005: Advances in Artificial Intelligence
Y2 - 5 December 2005 through 9 December 2005
ER -