The objective of this study was to explore the potential a machine learning algorithm, Support Vector Machine Regression (SVR), forecast long-term hygrothermal responses and moisture performance light wood frame massive timber walls. Hygrothermal simulations were performed using 31-year long series climate data in three cities across Canada. Then, first 5 years used each case train model, which...