TY - GEN
T1 - Guiding deep brain stimulation contact selection using local field potentials sensed by a chronically implanted device in Parkinson's disease patients
AU - Connolly, Allison T.
AU - Kaemmerer, William F.
AU - Dani, Siddharth
AU - Stanslaski, Scott R.
AU - Panken, Eric
AU - Johnson, Matthew D
AU - Denison, Timothy
PY - 2015/7/1
Y1 - 2015/7/1
N2 - We have found that a set of support vector machines operating upon local field potentials sensed from an implanted DBS lead can identify the contact chosen by the physician for the patient's STN DBS therapy with 91% accuracy. The finding is based on a small data set and thus subject to change with further data collection and cross-validation. Nevertheless, the results suggest that an algorithm for selecting an effective contact for STN DBS based on the signals sensed from the DBS lead may be feasible.
AB - We have found that a set of support vector machines operating upon local field potentials sensed from an implanted DBS lead can identify the contact chosen by the physician for the patient's STN DBS therapy with 91% accuracy. The finding is based on a small data set and thus subject to change with further data collection and cross-validation. Nevertheless, the results suggest that an algorithm for selecting an effective contact for STN DBS based on the signals sensed from the DBS lead may be feasible.
UR - http://www.scopus.com/inward/record.url?scp=84940374509&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84940374509&partnerID=8YFLogxK
U2 - 10.1109/NER.2015.7146754
DO - 10.1109/NER.2015.7146754
M3 - Conference contribution
AN - SCOPUS:84940374509
T3 - International IEEE/EMBS Conference on Neural Engineering, NER
SP - 840
EP - 843
BT - 2015 7th International IEEE/EMBS Conference on Neural Engineering, NER 2015
PB - IEEE Computer Society
T2 - 7th International IEEE/EMBS Conference on Neural Engineering, NER 2015
Y2 - 22 April 2015 through 24 April 2015
ER -