Performance evaluation of ANN and Neuro-fuzzy system in business forecasting

作者: Sharifa Rajab , Vinod Sharma

DOI:

关键词: Data miningNeuro-fuzzyArtificial intelligenceMachine learningBusiness forecastingComputer sciencePredictive modellingStock marketAdaptive neuro fuzzy inference systemCold drinksMean squared errorArtificial neural network

摘要: In recent years, Artificial intelligence based algorithms are being widely used as prediction models in different domains. However, the suitability and performance of a particular …

参考文章(22)
A. Lolis, V. Kodogiannis, A comparison between neural network and fuzzy system models for foreign exchange rates prediction Neural, Parallel & Scientific Computations archive. ,vol. 9, pp. 417- 428 ,(2001)
Kit Yan Chan, C. K. Kwong, Tharam S. Dillon, An Enhanced Neuro-fuzzy Approach for Generating Customer Satisfaction Models Springer, Berlin, Heidelberg. pp. 145- 162 ,(2012) , 10.1007/978-3-642-27476-3_8
K.K. Ang, C. Quek, Stock trading using PSEC and RSPOP: a novel evolving rough set-based neuro-fuzzy approach congress on evolutionary computation. ,vol. 2, pp. 1032- 1039 ,(2005) , 10.1109/CEC.2005.1554804
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
Gavin R. Finnie, Bruce J. Vanstone, Combining technical analysis and neural networks in the Australian stockmarket soft computing. pp. 125- 130 ,(2006)
Gary Grudnitski, Larry Osburn, Forecasting S&P and gold futures prices: An application of neural networks Journal of Futures Markets. ,vol. 13, pp. 631- 643 ,(1993) , 10.1002/FUT.3990130605
H. Didehkhani, J. Jassbi, N. Pilevari, Assessing flexibility in supply chain using adaptive neuro fuzzy inference system industrial engineering and engineering management. pp. 513- 517 ,(2009) , 10.1109/IEEM.2009.5373292
Mohsen Nazari, Mojtaba Alidadi, Measuring Credit Risk of Bank Customers Using Artificial Neural Network Journal of Management and Research. ,vol. 5, pp. 17- 27 ,(2013) , 10.5296/JMR.V5I2.2899
Ritanjali Majhi, G. Panda, G. Sahoo, Development and performance evaluation of FLANN based model for forecasting of stock markets Expert Systems With Applications. ,vol. 36, pp. 6800- 6808 ,(2009) , 10.1016/J.ESWA.2008.08.008