Classification Performance Comparison of Artificial Neural Networks and Support Vector Machines Methods: An Empirical Study on Predicting Stock Market Index Movement Direction

Contributions to Management Science - Strategic Priorities in Competitive Environments ◽

10.1007/978-3-030-45023-6_10 ◽

2020 ◽

pp. 177-218

Author(s):

Şenol Emir

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Classification Performance ◽

Performance Comparison ◽

Movement Direction ◽

Support Vector ◽

Stock Market Index ◽

Market Index ◽

Vector Machines

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A Comparison between Regression, Artificial Neural Networks and Support Vector Machines for Predicting Stock Market Index

INTERNATIONAL JOURNAL OF ADVANCED RESEARCH IN ARTIFICIAL INTELLIGENCE ◽

10.14569/ijarai.2015.040710 ◽

2015 ◽

Vol 4 (7) ◽

Cited By ~ 7

Author(s):

Alaa F. ◽

Sara Elsir ◽

Hossam Faris

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Stock Market ◽

Support Vector ◽

Stock Market Index ◽

Market Index ◽

Vector Machines ◽

Artificial Neural

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Performance Comparison of Support Vector Machines, Random Forest and Artificial Neural Networks in Binary Classification: Descriptive Comparison Study

Turkiye Klinikleri Journal of Biostatistics ◽

10.5336/biostatic.2021-81105 ◽

2021 ◽

Vol 13 (3) ◽

pp. 236-251

Author(s):

Emre DİRİCAN ◽

Zeki AKKUŞ

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Random Forest ◽

Binary Classification ◽

Performance Comparison ◽

Support Vector ◽

Comparison Study ◽

Vector Machines ◽

Artificial Neural

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A comparison of artificial neural networks and support vector machines for short-term load forecasting using various load types

2017 IEEE Manchester PowerTech ◽

10.1109/ptc.2017.7980814 ◽

2017 ◽

Cited By ~ 6

Author(s):

Glen Mitchell ◽

Sanjay Bahadoorsingh ◽

Neil Ramsamooj ◽

Chandrabhan Sharma

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Load Forecasting ◽

Support Vector ◽

Short Term ◽

Vector Machines ◽

Short Term Load Forecasting ◽

Artificial Neural ◽

Load Types

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Artificial neural networks and support vector machines with genetic algorithm for bearing fault detection

Engineering Applications of Artificial Intelligence ◽

10.1016/j.engappai.2003.09.006 ◽

2003 ◽

Vol 16 (7-8) ◽

pp. 657-665 ◽

Cited By ~ 286

Author(s):

B. Samanta ◽

K.R. Al-Balushi ◽

S.A. Al-Araimi

Keyword(s):

Genetic Algorithm ◽

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Fault Detection ◽

Support Vector ◽

Bearing Fault ◽

Bearing Fault Detection ◽

Vector Machines ◽

Artificial Neural

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Implementing artificial neural networks and support vector machines to predict lost circulation

Egyptian Journal of Petroleum ◽

10.1016/j.ejpe.2019.06.006 ◽

2019 ◽

Vol 28 (4) ◽

pp. 339-347 ◽

Cited By ~ 12

Author(s):

Ahmed K. Abbas ◽

Najim A. Al-haideri ◽

Ali A. Bashikh

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Support Vector ◽

Lost Circulation ◽

Vector Machines ◽

Artificial Neural

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Predicting direction of stock price index movement using artificial neural networks and support vector machines: The sample of the Istanbul Stock Exchange

Expert Systems with Applications ◽

10.1016/j.eswa.2010.10.027 ◽

2011 ◽

Vol 38 (5) ◽

pp. 5311-5319 ◽

Cited By ~ 298

Author(s):

Yakup Kara ◽

Melek Acar Boyacioglu ◽

Ömer Kaan Baykan

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Stock Price ◽

Price Index ◽

Stock Exchange ◽

Support Vector ◽

Istanbul Stock Exchange ◽

Vector Machines ◽

Artificial Neural

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Monthly evaporation forecasting using artificial neural networks and support vector machines

Theoretical and Applied Climatology ◽

10.1007/s00704-015-1392-3 ◽

2015 ◽

Vol 124 (1-2) ◽

pp. 69-80 ◽

Cited By ~ 25

Author(s):

Gulay Tezel ◽

Meral Buyukyildiz

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Support Vector ◽

Vector Machines ◽

Artificial Neural

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Demand forecasting with color parameter in retail apparel industry using artificial neural networks (ANN) and support vector machines (SVM) methods

Computers & Industrial Engineering ◽

10.1016/j.cie.2020.106678 ◽

2020 ◽

Vol 147 ◽

pp. 106678

Author(s):

İlker Güven ◽

Fuat Şimşir

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Demand Forecasting ◽

Apparel Industry ◽

Support Vector ◽

Color Parameter ◽

Vector Machines ◽

Artificial Neural

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Object recognition in industrial environments using support vector machines and artificial neural networks

The International Journal of Advanced Manufacturing Technology ◽

10.1007/s00170-009-2313-3 ◽

2009 ◽

Vol 48 (5-8) ◽

pp. 815-821 ◽

Cited By ~ 1

Author(s):

Timothy John Barry ◽

C. Romesh Nagarajah

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Object Recognition ◽

Support Vector Machines ◽

Support Vector ◽

Vector Machines ◽

Artificial Neural ◽

Industrial Environments

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Melt index modeling with support vector machines, partial least squares, and artificial neural networks

Journal of Applied Polymer Science ◽

10.1002/app.20979 ◽

2004 ◽

Vol 95 (4) ◽

pp. 967-974 ◽

Cited By ~ 55

Author(s):

In-Su Han ◽

Chonghun Han ◽

Chang-Bock Chung

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Least Squares ◽

Partial Least Squares ◽

Support Vector ◽

Melt Index ◽

Vector Machines ◽

Artificial Neural

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