The Theil-Sen median method, also known as Sen slope estimation, is a robust nonparametric statistical method of trend calculation47, and this method does not require the data to obey a certain distribution and has a strong ability to avoid data errors48. Because of the randomness of agricultur...
To examine the surface temperature trends in the Qinling-Daba Mountains over the study period, we employed the Mann-Kendall test and Theil-Sen Median method in the Qinling-Daba Mountain from 2001 to 2021. The Mann-Kendall test is a nonparametric test that does not assume a specific probability...
3.2.2. Theil-Sen median The Theil-Sen median method, also known as Sen slope estimation, is a robust nonparametric statistical trend calculation method. This method is not sensitive to measurement errors and outliers and is often used in the trend analysis of long-term series data (Gocic and...
The Theil-Sen (TS) regression computes all possible pairwise slopes and determines the median of slopes as the regression slope. Here, we illustrated the potential use of TS and frequently used robust regression (RR) techniques to single linear regression using synthetic ...
The Theil-Sen Median method, also known as the Sen's slope estimate, is considered to be a suitable approximation for assessing the net change across the whole study time period (Shi et al., 2018), and is a robust nonparametric statistical method for trend calculation. This method has high...
Simulating outliers is a relevant avenue for future research, considering that the best performing trend-line fitting technique in terms of MSE (i.e., OLS estimation) is known to be sensitive to outliers, which is the reason for the proposal of the Theil-Sen method. Outlying values have ...
Then the trend in the flooding timing is estimated using the adjusted Theil-Sen slope method. The seasonality of flooding and its influencing factors is characterized by circular statistics3,19,20,24. When applying this analysis, we firstly excluded the flow stations whose floods are uniformly ...
Protein-RNA interactions are integral components of nearly every aspect of biology, including regulation of gene expression, assembly of cellular architectures, and pathogenesis of human diseases. However, studies in the past few decades have only uncove
In this study, the Theil-Sen Median method was used for trend analyses. This method, also known as Sen's slope estimator, is a robust nonparametric statistical approach to trend calculation (Sen, 1968). The formula is as follows:(1)β=meanxj-xij-i,∀j>i where xj and xi are time ...
This method is widely used and practical for trend analysis. Theil-Sen’s slope is used to calculate the slope of the trend and can be effectively combined with the Mann–Kendall test. This combination has incerasingly been adopted for analyzing long time series of vegetation, reflecting the ...