TY - GEN
T1 - Majority vote and decision template based ensemble classifiers trained on event related potentials for early diagnosis of Alzheimer's disease
AU - Stepenosky, Nicholas
AU - Green, Deborah
AU - Kounios, John
AU - Clark, Christopher M.
AU - Polikar, Robi
PY - 2006
Y1 - 2006
N2 - With the rapid increase in the population of elderly individuals affected by Alzheimer's disease, the need for an accurate, inexpensive and non-intrusive diagnostic biomarker that can be made available to community healthcare providers presents itself as a major public health concern. The feasibility of EEG as such a biomarker has gained a renewed attention as several recent studies, including our previous efforts, reported promising results. In this paper we present our preliminary results on using wavelet coefficients of event related potentials along with an ensemble of classifiers combined with majority vote and decision templates.
AB - With the rapid increase in the population of elderly individuals affected by Alzheimer's disease, the need for an accurate, inexpensive and non-intrusive diagnostic biomarker that can be made available to community healthcare providers presents itself as a major public health concern. The feasibility of EEG as such a biomarker has gained a renewed attention as several recent studies, including our previous efforts, reported promising results. In this paper we present our preliminary results on using wavelet coefficients of event related potentials along with an ensemble of classifiers combined with majority vote and decision templates.
UR - http://www.scopus.com/inward/record.url?scp=33947696720&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=33947696720&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:33947696720
SN - 142440469X
SN - 9781424404698
T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
SP - V901-V904
BT - 2006 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings
T2 - 2006 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2006
Y2 - 14 May 2006 through 19 May 2006
ER -