Heikin-Ashi Transformation and Vix Index data for Stock Market Index Prediction and It's Effects

Author:

Sharma Nishchal1,Chauhan Chaman Singh2

Affiliation:

1. Research Scholar, School of Engineering and Technology, Career Point University, Kota, Rajasthan, India

2. Assistant Professor, Dept. of Computer Science & Application, Govt. College, Chamba, Himachal Pradesh, India

Abstract

This paper performs a comprehensive analysis of Vix Index data with Heikin Ashi Transformation of stock index Neural Network Learning. It has been demonstrated that Heikin Ashi Transformation can improve the learning effect of Neural Network and the effect can also be filter out if volume weights are also considered. This paper introduces another improvement beside using volume-weighted data. Instead volatility index is used as an input and its effect for neural network learning process is analyzed.

Publisher

Technoscience Academy

Subject

General Medicine

Reference11 articles.

1. "Stock Market Volatility and Learning - ADAM - 2016 - The Journal of Finance - Wiley Online Library."

2. "Data | Free Full-Text | Current Core Competencies Trend of Small to Medium Enterprises (SMEs) in China—A Concurrent Comprehensive Evaluation and Active Learning Study of Newly Listed Chinese Stocks from 2015 through 2017."

3. "The contribution of technology selection to core competencies - ScienceDirect."

4. "Using artificial neural network models in stock market index prediction - ScienceDirect."

5. "Application of artificial neural network for the prediction of stock market returns: The case of the Japanese stock market - ScienceDirect."

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Gamma Scalping using Neural Network with Heikinashi Transformed Data and its Performance;International Journal of Scientific Research in Computer Science, Engineering and Information Technology;2021-02-20

2. Index Option Greek Analysis with Heikin-Ashi Transformed Data and Its prediction with Artificial Neural Network;International Journal of Scientific Research in Computer Science, Engineering and Information Technology;2020-02-15

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3