Published onMarch 8, 2024Distance Metrics in Machine Learningfeature-engineeringCorrelation measures only linear codependence, which can be misleading.
Published onMarch 8, 2024Why Backtesting is Not Enoughfeature-engineeringOverfitting can be especially problematic when we rely solely on backtesting for validation. To improve model performance and interpretation, one must look beyond simple backtesting and consider other analyses like feature importance.
Published onMarch 8, 2024Detecting Structural Breaks in Financial Marketsfeature-engineeringStructural breaks in financial markets refer to a shift from one type of market behavior to another, like from a mean-reverting to a momentum pattern.
Published onMarch 8, 2024The Tone, the Signal and the Noisefinancial-data-scienceThis blog post focuses on a novel way to decompose to signal and noise.
Published onMarch 8, 2024The Need For Structurefinancial-data-scienceMany people use Time bars to make sense of financial market data, but they're not the best choice. Why?