Implementation Example of the Expert system for Decision Support on Android platform based on a specific Dataset

Muzafer H Saračević, Aybeyan Selimi, Mersad Mujevic

Abstract


This paper presents the method of creating Expert system for decision support on the Android platform. The system knowledge base for the given area of expertise is generated by inductive learning methods based on examples from the WEKA data research system. The system was realized using the Expert System shell for the e2gDroid lite mobile device, based on the application area and a set of training examples, specifically based on the Covertype Data Set qualification problem.

Keywords


Expert systems; Decision Support; Data Set qualification problem; Model prediction; Android platforms

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References


Blackard J.A., Dean D.J. "Comparative Accuracies of Artificial Neural Networks and Discriminant Analysis in Predicting Forest Cover Types from Cartographic Variables", Computers and Electronics in Agriculture, Vol. 24. No.3, pp: 131-151, 2000.

Blackard J.A., Dean D.J.. "Comparative Accuracies of Neural Networks and Discriminant Analysis in Predicting Forest Cover Types from Cartographic Variables", Second Southern Forestry GIS Conference. University of Georgia. Athens, GA. pp. 189-199, 1998.

Blackard J.A., "Comparison of Neural Networks and Discriminant Analysis in Predicting Forest Cover Types (Ph.D. dissertation)", Department of Forest Sciences. Colorado State University. Fort Collins, 1998.

Gama, J., Rocha, R., Medas P. "Accurate decision trees for mining high-speed data streams“, Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, pp.523-528, 2003.

Giannella, C., Sayrafi, B. "An Information Theoretic Histogram for Single Dimensional Selectivity Estimation: Technical Report TR584“. Department of Computer Science, Indiana University Bloomington, 2005.

Nikunj, C.O, Stuart J. Russell. "Experimental comparisons of online and batch versions of bagging and boosting“, Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 359-364, 2001.

Obradovic, Z., Vucetic, S. "Challenges in Scientific Data Mining: Heterogeneous, Biased, and Large Samples: Technical Report“, Center for Information Science and Technology Temple University, ch. 1, pp. 1–24, 2004.

UCI Machine Learning Repository. "Covertype DataSet“. Center for Machine Learning Intelligent Systems,https://archive.ics.uci.edu/ml/datasets/covertype (visited 17.12.2017.)

Miškovic, V., "Sistemi za podršku odlučivanju: Decision support systems“, Faculty of Informatics and Computing, Singidunum University in Belgrade, 2013.




DOI: http://dx.doi.org/10.21533/pen.v6i1.150

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Copyright (c) 2018 Muzafer H Saračević, Aybeyan Selimi, Mersad Mujevic

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.

ISSN: 2303-4521

Digital Object Identifier DOI: 10.21533/pen

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License