Designing Efficient Pair-Trading Strategies Using Cointegration for the Indian Stock Market

11/14/2022
by   Jaydip Sen, et al.
0

A pair-trading strategy is an approach that utilizes the fluctuations between prices of a pair of stocks in a short-term time frame, while in the long-term the pair may exhibit a strong association and co-movement pattern. When the prices of the stocks exhibit significant divergence, the shares of the stock that gains in price are sold (a short strategy) while the shares of the other stock whose price falls are bought (a long strategy). This paper presents a cointegration-based approach that identifies stocks listed in the five sectors of the National Stock Exchange (NSE) of India for designing efficient pair-trading portfolios. Based on the stock prices from Jan 1, 2018, to Dec 31, 2020, the cointegrated stocks are identified and the pairs are formed. The pair-trading portfolios are evaluated on their annual returns for the year 2021. The results show that the pairs of stocks from the auto and the realty sectors, in general, yielded the highest returns among the five sectors studied in the work. However, two among the five pairs from the information technology (IT) sector are found to have yielded negative returns.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/30/2017

Application of a Shallow Neural Network to Short-Term Stock Trading

Machine learning is increasingly prevalent in stock market trading. Thou...
research
04/21/2020

Forecasting directional movements of stock prices for intraday trading using LSTM and random forests

We employ both random forests and LSTM networks (more precisely CuDNNLST...
research
04/24/2020

Trading Foreign Exchange Triplets

We develop the optimal trading strategy for a foreign exchange (FX) brok...
research
06/12/2018

Trading algorithms with learning in latent alpha models

Alpha signals for statistical arbitrage strategies are often driven by l...
research
05/06/2021

Should You Take Investment Advice From WallStreetBets? A Data-Driven Approach

Reddit's WallStreetBets (WSB) community has come to prominence in light ...
research
11/15/2019

A nonparametric framework for inferring orders of categorical data from category-real ordered pairs

Given a dataset of careers and incomes, how large a difference of income...
research
05/02/2018

Analysing The Impact Of A DDoS Attack Announcement On Victim Stock Prices

DDoS attacks are increasingly used by `hackers' and `hacktivists' for va...

Please sign up or login with your details

Forgot password? Click here to reset