Machine Learning Application for Stock Market Prices Prediction.
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2014, Vol 16, Issue 5
Abstract
Abstract: The development of a vibrant application for analyzing and predicting stock market prices is a basic tool aimed at increasing the rate of investors’ interest in stock markets. This paper explains the development and implementation of a stock price prediction application using machine learning algorithm and object oriented approach of software system development. The algorithm was used in training a set of market data collected for the period of one thousand, two hundred and three days. The implementation was done with Java programming language and Neuroph software. From the experiments conducted and observed results from the application indicates a better predictive accuracy and high minimum error. When tested with Nestle Nigerian Plc. recorded a mean squared error (MSE) and regression (R) values of 61876e-6 and 0.99975 respectively, Guinness Nigerian Plc. recorded a mean squared error (MSE) and regression (R) values of 9.95839e-7 and 0.99853 respectively and Total Nigerian Plc. recorded a mean squared error (MSE) and regression (R) values of 8.03493e-6 and 0.992193 respectively.
Authors and Affiliations
C. Ugwu and OnwuachuUzochukwu C
Keywords
Related Articles
- EP ID EP110724
- DOI -
- Views 101
- Downloads 0
Recognition of Human Iris Using Accurate Iris Map
Personal identification based on Biometrics technology is a trend in future. Iris Recognition is regarded as a high accuracy verification technology when compared to traditional approaches. In real-time Iris Rec...
Cloud Computing: Environment of Next Generation Technology
Abstract: Cloud computing is the convergence of virtualization, Distributed Applications, Grid, Maturity of enterprise software application and enterprise IT Management. It is a tremendously attractive technology a...
Improved Technique for Gait Reconigition & Performing Feature Extraction Using Videos of Different Forms
Abstract: This paper describes the importance of GAIT Recognition where identification of human being from far distance without any sort of co-operation from his side is performed. Motive to develop automatic ident...
Securing Biomtric Template Over Non-Secure Channel using Cryptography and Helping Data
Abstract: the security of biometric template is a very important aspect in the biometric system. Biometric template are the very important parts of biometric systems and attacker mostly attack on template over nonsecure...
Selective Encryption of Plaintext Using Multiple Indexing
Abstract: Selective Encryption is one of the encryption algorithm in the field of multimedia security. They are used for the purpose of hiding image, video or audio files. The main feature of selective encryption i...