dSTEM

Multiple Testing of Local Extrema for Detection of Change Points

CRAN Package

Simultaneously detect the number and locations of change points in piecewise linear models under stationary Gaussian noise allowing autocorrelated random noise. The core idea is to transform the problem of detecting change points into the detection of local extrema (local maxima and local minima)through kernel smoothing and differentiation of the data sequence, see Cheng et al. (2020) doi:10.1214/20-EJS1751. A low-computational and fast algorithm call 'dSTEM' is introduced to detect change points based on the 'STEM' algorithm in D. Cheng and A. Schwartzman (2017) doi:10.1214/16-AOS1458.


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Insights

Last 30 days

This package has been downloaded 165 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 7 times.

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0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
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8 downloadsFeb 12, 2025
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7 downloadsFeb 18, 2025
8 downloadsFeb 19, 2025
14 downloadsFeb 20, 2025
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5 downloadsMar 1, 2025
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7 downloadsMar 13, 2025
0 downloadsMar 14, 2025
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The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 1,956 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The day with the most downloads was Sep 11, 2024 with 19 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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Dependencies

  • Imports1 package