I have a Random Forest model and a data frame dataset. I am using this command to find the SHAP for the training dataset:
SHAP1 <- fastshap::explain(my_model, X = train_dataset, pred_wrapper = predict, nsim = 1)
It works when I run it on a data frame (2 dimensions) but I would like to get SHAP just for one sample so my dataset changes to a vector. when I run the above code for one sample(one row), the output is "A tibble: 1 × 0" or " a data frame with 1 row and 0 columns".
So is there a way to get SHAP of a sample? Does "explain" work for a sample?
Thanks in advance