An integrated data envelopment analysis – artificial neural network – rough set algorithm for assessment of personnel efficiency
MetadataShow full item record
Personnel specifications have greatest impact on total efficiency. They can help us to design work environment and enhance total efficiency. Determination of critical personnel attributes is a useful procedure to overcome complication associated with multiple inputs and outputs. The proposed algorithm assesses the impact of personnel efficiency attributes on total efficiency through Data Envelopment Analysis (DEA), Artificial Neural Network (ANN) and Rough Set Theory (RST). DEA has two roles in the proposed integrated algorithm of this study. It provides data ANN and finally it selects the best reduct through ANN result. Reduct is described as a minimum subset of attributes, completely discriminating all objects in a data set. The reduct selection is achieved by RST. ANN has two roles in the integrated algorithm. ANN results are basis for selecting the best reduct and it is also used for forecasting total efficiency. The proposed integrated approach is applied to an actual banking system and its superiorities and advantages are discussed.
Showing items related by title, author, creator and subject.
An integrated data envelopment analysis – artificial neural network – rough set algorithm for assessment of personnel efficiencyAzadeh, A.; Saberi, Morteza; Moghaddam, R.; Javanmardi, L. (2011)Personnel specifications have greatest impact on total efficiency. They can help us to design work environment and enhance total efficiency. Determination of critical personnel attributes is a useful procedure to overcome ...
Dam, Hai; Nordholm, Sven (2013)This brief investigates the performance of robust and nonrobust broadband beamformers with least squares and discrete coefficients to achieve low complexity and efficient hardware implementation. The broadband beamformer ...
In video war games, are military personnel’s fixation patterns different compared with those of civilians?Söderberg, Håkan; Khalid, Junaid; Rayees, Mohammed; Dahlman, Joakim; Falkmer, Torbjorn (2012)For combat personnel in urban operations, situational awareness is critical and of major importance for a safe and efficient performance. One way to train situational awareness is to adopt video games. Twenty military and ...