TSBootstrap

TSBootstrap is a read-only time-series bootstrap server that diagnoses a series for serial dependence and computes confidence intervals for statistics like mean, median, standard deviation, and variance. It implements multiple bootstrapping methodologies, including block-based resampling, residual resampling from fitted models, and sieve bootstrap techniques, to quantify uncertainty in time series analysis. The server exposes two read-only tools: diagnose_series and bootstrap_confidence_interval.