iSFun

Integrative Dimension Reduction Analysis for Multi-Source Data

CRAN Package

The implement of integrative analysis methods based on a two-part penalization, which realizes dimension reduction analysis and mining the heterogeneity and association of multiple studies with compatible designs. The software package provides the integrative analysis methods including integrative sparse principal component analysis (Fang et al., 2018), integrative sparse partial least squares (Liang et al., 2021) and integrative sparse canonical correlation analysis, as well as corresponding individual analysis and meta-analysis versions. References: (1) Fang, K., Fan, X., Zhang, Q., and Ma, S. (2018). Integrative sparse principal component analysis. Journal of Multivariate Analysis, (2) Liang, W., Ma, S., Zhang, Q., and Zhu, T. (2021). Integrative sparse partial least squares. Statistics in Medicine,.


Team


Insights

Last 30 days

This package has been downloaded 149 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 12 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
9 downloadsMar 4, 2025
6 downloadsMar 5, 2025
3 downloadsMar 6, 2025
3 downloadsMar 7, 2025
6 downloadsMar 8, 2025
0 downloadsMar 9, 2025
4 downloadsMar 10, 2025
6 downloadsMar 11, 2025
2 downloadsMar 12, 2025
7 downloadsMar 13, 2025
2 downloadsMar 14, 2025
6 downloadsMar 15, 2025
1 downloadsMar 16, 2025
1 downloadsMar 17, 2025
6 downloadsMar 18, 2025
7 downloadsMar 19, 2025
11 downloadsMar 20, 2025
6 downloadsMar 21, 2025
5 downloadsMar 22, 2025
4 downloadsMar 23, 2025
11 downloadsMar 24, 2025
2 downloadsMar 25, 2025
1 downloadsMar 26, 2025
4 downloadsMar 27, 2025
7 downloadsMar 28, 2025
1 downloadsMar 29, 2025
3 downloadsMar 30, 2025
1 downloadsMar 31, 2025
12 downloadsApr 1, 2025
12 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
0
12

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 2,098 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Sep 11, 2024 with 27 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


Binaries


Dependencies

  • Imports2 packages