TY - GEN
T1 - Multivariate prediction based on the gamma classifier
T2 - 24th International Conference on Database and Expert Systems Applications, DEXA 2013
AU - López-Yáñez, Itzamá
AU - Sheremetov, Leonid
AU - Camacho-Nieto, Oscar
PY - 2013
Y1 - 2013
N2 - A novel associative model was developed to predict petroleum well performance after remedial treatments. This application is of interest, particularly for non-uniform oilfields such as naturally fractured ones, and can be used in decision support systems for water control or candidate well selection. The model is based on the Gamma classifier, a supervised pattern recognition model for mining patterns in data sets. The model works with multivariate inputs and outputs under the lack of available data and low-quality information sources. An experimental dataset was built based on historical data of a Mexican naturally fractured oilfield. As experimental results show, this classifier-based predictor shows competitive performance compared against other methods.
AB - A novel associative model was developed to predict petroleum well performance after remedial treatments. This application is of interest, particularly for non-uniform oilfields such as naturally fractured ones, and can be used in decision support systems for water control or candidate well selection. The model is based on the Gamma classifier, a supervised pattern recognition model for mining patterns in data sets. The model works with multivariate inputs and outputs under the lack of available data and low-quality information sources. An experimental dataset was built based on historical data of a Mexican naturally fractured oilfield. As experimental results show, this classifier-based predictor shows competitive performance compared against other methods.
KW - Gamma classifier
KW - data mining
KW - petroleum engineering
KW - prediction
UR - http://www.scopus.com/inward/record.url?scp=84884398650&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-40173-2_3
DO - 10.1007/978-3-642-40173-2_3
M3 - Contribución a la conferencia
SN - 9783642401725
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 18
EP - 25
BT - Database and Expert Systems Applications - 24th International Conference, DEXA 2013, Proceedings
Y2 - 26 August 2013 through 29 August 2013
ER -