TY - GEN
T1 - Multiprobabilistic Venn predictors with logistic regression
AU - Nouretdinov, Ilia
AU - Devetyarov, Dmitry
AU - Burford, Brian
AU - Camuzeaux, Stephane
AU - Gentry-Maharaj, Aleksandra
AU - Tiss, Ali
AU - Smith, Celia
AU - Luo, Zhiyuan
AU - Chervonenkis, Alexey
AU - Hallett, Rachel
AU - Vovk, Volodya
AU - Waterfield, Mike
AU - Cramer, Rainer
AU - Timms, John F.
AU - Jacobs, Ian
AU - Menon, Usha
AU - Gammerman, Alexander
PY - 2012/12/17
Y1 - 2012/12/17
N2 - This paper describes the methodology of providing multiprobability predictions for proteomic mass spectrometry data. The methodology is based on a newly developed machine learning framework called Venn machines. They allow us to output a valid probability interval. We apply this methodology to mass spectrometry data sets in order to predict the diagnosis of heart disease and early diagnoses of ovarian cancer. The experiments show that probability intervals are valid and narrow. In addition, probability intervals were compared with the output of a corresponding probability predictor.
AB - This paper describes the methodology of providing multiprobability predictions for proteomic mass spectrometry data. The methodology is based on a newly developed machine learning framework called Venn machines. They allow us to output a valid probability interval. We apply this methodology to mass spectrometry data sets in order to predict the diagnosis of heart disease and early diagnoses of ovarian cancer. The experiments show that probability intervals are valid and narrow. In addition, probability intervals were compared with the output of a corresponding probability predictor.
UR - http://www.scopus.com/inward/record.url?scp=84870900277&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-33412-2_23
DO - 10.1007/978-3-642-33412-2_23
M3 - Conference contribution
AN - SCOPUS:84870900277
SN - 9783642334115
T3 - IFIP Advances in Information and Communication Technology
SP - 224
EP - 233
BT - Artificial Intelligence Applications and Innovations - AIAI 2012 International Workshops
T2 - 8th International Workshop on Artificial Intelligence Applications and Innovations, AIAI 2012: AIAB, AIeIA, CISE, COPA, IIVC, ISQL, MHDW, and WADTMB
Y2 - 27 September 2012 through 30 September 2012
ER -