Full title: Trend Analysis of Fragmented Time Series: Hypothesis Testing Based Adaptive Spline Filtering Method. Missing data present significant challenges to trend analysis of time series. Straightforward approaches consisting of supplementing missing data with constant or zero values or with linear trends can severely degrade the quality of the trend analysis, which significantly reduces the r…