Forecasting NIFTY 50 benchmark Index using Seasonal ARIMA time series models

01/09/2020
by   Amit Tewari, et al.
0

This paper analyses how Time Series Analysis techniques can be applied to capture movement of an exchange traded index in a stock market. Specifically, Seasonal Auto Regressive Integrated Moving Average (SARIMA) class of models is applied to capture the movement of Nifty 50 index which is one of the most actively exchange traded contracts globally [1]. A total of 729 model parameter combinations were evaluated and the most appropriate selected for making the final forecast based on AIC criteria [8]. NIFTY 50 can be used for a variety of purposes such as benchmarking fund portfolios, launching of index funds, exchange traded funds (ETFs) and structured products. The index tracks the behaviour of a portfolio of blue chip companies, the largest and most liquid Indian securities and can be regarded as a true reflection of the Indian stock market [2].

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/14/2016

A Framework for Predictive Analysis of Stock Market Indices : A Study of the Indian Auto Sector

Analysis and prediction of stock market time series data has attracted c...
research
10/29/2022

Monitoring the Dynamic Networks of Stock Returns

In this paper, we study the connection between the companies in the Swed...
research
12/31/2022

Wealth Redistribution and Mutual Aid: Comparison using Equivalent/Nonequivalent Exchange Models of Econophysics

Given the wealth inequality worldwide, there is an urgent need to identi...
research
12/13/2018

Impact of Data Normalization on Deep Neural Network for Time Series Forecasting

For the last few years it has been observed that the Deep Neural Network...
research
02/04/2022

Implementation of a Type-2 Fuzzy Logic Based Prediction System for the Nigerian Stock Exchange

Stock Market can be easily seen as one of the most attractive places for...
research
06/11/2022

Islamic and capitalist economies: Comparison using econophysics models of wealth exchange and redistribution

Islamic and capitalist economies have several differences, the most fund...

Please sign up or login with your details

Forgot password? Click here to reset