Open jeprob opened 1 year ago
Hello Jenni,
Sorry for my negligence, I didn't consider the case where K is an integer before.
The default input K
is an array, please give a set of candidate K as input, such as K=seq(5,11,2)
.
Hope this solves your problem.
Hi, this alongside with some environment issues solved my problem! (:
The sequence is needed because the optimal k value is chosen to be the middle one among the ones leading to the highest stability scores? Can you give a little more reasoning why the middle value is chosen and not the one with the highest stability score?
Thanks in advance! Jenni
I have the same problem, do you know why now? @jeprob Thanks!
Hello jeprob and aboutfanfan!
In our previous experiments, we observed a phenomenon: the highest stability does not always directly lead to the best downstream analysis results. Upon further analysis, we found that selecting the median of the top several k values with the highest stability can provide us with more robust results.
The logic behind this finding is that by avoiding the selection of excessively large or small k values, we can effectively prevent potential overfitting or underfitting issues.
Hope this can solve your problem!
Hi everyone, I encounter an error when I run the run_scINSIGHT() method with run_scINSIGHT(scINSIGHT_object, K=5, K_j = 2, out.dir = intermediate_path_scINSIGHT, num.cores = 16) .
I followed the vignette to create the scINSIGHT object and it looks good so far, everything until the run_scINSIGHT ran without errors (I have dataset with 20 samples (either treatment / control set as condition)).
when I select 16 cores (which should be available I get the following error:
when I select 1 core as a check, I get the following error:
Have you seen this before?
This is my session info:
Thanks a lot in advance, Jenni