Category: TRADING

Genetic Algorithm for Pairs Trading

We have discussed previously how a complex trading system can be profitable. In a similar context, Reference applied a genetic algorithm to pairs trading. The authors developed a sophisticated genetic optimization algorithm that utilizes Bollinger Bands and correlation-coefficient for pairs trading. The algorithm encoded six important variables into a …

Do Hedge Funds Add Value?

Despite the growing popularity of passive investing, active hedge fund managers are still adding value to their investors’ portfolios. While passively managed funds can be a great option for some investors, active management can provide added benefits for those who are looking for better risk-adjusted returns and diversification, especially during …

Using Machine Learning to Predict Market Volatility

The unpredictability of the markets is a well-known fact. Despite this, many traders and portfolio managers continue to try to predict market volatility and manage their risks accordingly. Usually, econometric models such as GARCH are used to forecast market volatility. In recent years, machine learning has been shown to be …

Can Options Volume Predict Market Returns?

Most of the research in equity and index options has been devoted to volatility and the volatility risk premium. Relatively less attention is paid to options volume. To tackle this issue, article examined options volume from the perspective of in-the-money options order imbalance. It showed that the public directional …

Selection Bias: How It Affects Our Lives

Human psychological bias affects us in many different ways. We have recently discussed how recency bias influences our trading. In this post, we’re going to talk about selection bias. Selection bias occurs when a statistical sample is not representative of the entire population. This situation arises, for example, when a …