Improving pairs trading strategies using two-stage deep learning methods and analyses of time (In) variant Inputs for trading performance

WL Kuo, WC Chang, TS Dai, YP Chen… - IEEE Access, 2022 - ieeexplore.ieee.org
A pairs trading strategy (PTS) constructs and monitors a stationary portfolio by shorting
(longing) when the portfolio is adequately over-(under-) priced measured by a …

An analysis of the market efficiency of the Chinese copper futures based on intertemporal and intermarket arbitrages

H Zhang, S Qian, Z Ma - International Review of Financial Analysis, 2024 - Elsevier
This paper studies the market efficiency and relevant issues of the copper futures traded on
the Shanghai Futures Exchange (SHFE) in China. Since its listing, the market, grown …

Prediction of the profitability of pairs trading strategy using machine learning

R Jirapongpan, N Phumchusri - 2020 IEEE 7th International …, 2020 - ieeexplore.ieee.org
Pairs trading strategy is one of the well-known quantitative trading strategy developed in
1980s by the team of scientists. There are many researchers trying to study and create the …

Improving pairs trading using neural network techniques and fundamental ratios

JF Ospino, L Fernandez, O Carchano - Available at SSRN …, 2020 - papers.ssrn.com
Pairs trading is a quantitative trading strategy consisting on identifying two stocks that
historically move together and, using the assumption that their prices difference has mean …

[PDF][PDF] Solving Unconverged Learning of Pairs Trading Strategies with Representation Labeling Mechanism.

WL Kuo, TS Dai, WC Chang - CIKM Workshops, 2021 - ceur-ws.org
A pairs trading strategy (PTS) constructs a market-neutral portfolio whose value typically
moves back and forth around a mean price level; investors short (long) the portfolio when its …

Optimized pair trading strategy using unsupervised machine learning

V Gupta, V Kumar, Y Yuvraj… - 2023 IEEE 8th …, 2023 - ieeexplore.ieee.org
Pair trading is a popular trading strategy that involves taking advantage of the correlation
between two stocks to generate profits. However, traditional pair trading strategies have …

Improving pair trading performances with structural change detections and revised trading strategies

HH Chang, TS Dai, KL Wang, CH Chu… - … on Pervasive Artificial …, 2020 - ieeexplore.ieee.org
A pairs trading strategy (PTS) forms a market-neutral portfolio whose value moves back and
forth around a certain price level. An investor can long (short) the portfolio when its price …

High-frequency stock linkage and multi-dimensional stationary processes

X Wang, S Bao, J Chen - Physica A: Statistical Mechanics and its …, 2017 - Elsevier
In recent years, China's stock market has experienced dramatic fluctuations; in particular, in
the second half of 2014 and 2015, the market rose sharply and fell quickly. Many classical …

Improving statistical arbitrage investment strategy: Evidence from Latin American stock markets

F Caneo, W Kristjanpoller - International Journal of Finance & …, 2021 - Wiley Online Library
This paper analyses the profitability of pairs trading strategy in Latin American stock markets
through a PCA approach with a multi‐factorial model. We propose two criteria for selecting …

一种基于高频数据的汇市统计套利策略

肖敦健, 邓晓卫, 夏冰倩 - Finance, 2016 - hanspub.org
资本市场中, 套利交易是一种规避风险的重要交易方式. 统计套利在近几十年来在国外资本市场
十分盛行. 而国内资本市场由于缺乏做空机制, 统计套利等量化投资策略很难得以实现 …