Based on interdisciplinary research into Directional Change a new data-driven approach to financial data analysis Detecting Regime Change in Computational Finance: Data Science Machine Learning and Algorithmic Trading applies machine learning to financial market monitoring and algorithmic trading. Directional Change is a new way of summarising price changes in the market. Instead of sampling prices at fixed intervals (such as daily closing in time series) it samples prices when the market change