calculate_accuracy: Calculate Accuracy

In handwriter: Handwriting Analysis in R

Calculate Accuracy

Description

Fit a model with fit_model() and calculate posterior probabilities of writership with analyze_questioned_documents() of a set of test documents where the ground truth is known. Then use calculate_accuracy() to measure the accuracy of the fitted model on the test documents. Accuracy is calculated as the average posterior probability assigned to the true writer.

Usage

calculate_accuracy(analysis)

Arguments

analysis

Writership analysis output by analyze_questioned_documents

Value

The model's accuracy on the test set as a number

Examples

# calculate the accuracy for example analysis performed on test documents and a model with 1 chain
calculate_accuracy(example_analysis)

## Not run: 
main_dir <- "/path/to/main_dir"
test_images_dir <- "/path/to/test_images"
analysis <- analyze_questioned_documents(
  main_dir = main_dir,
  questioned_docs = test_images_dir,
  model = model,
  num_cores = 2,
  writer_indices = c(2, 5),
  doc_indices = c(7, 18)
)
calculate_accuracy(analysis)

## End(Not run)

handwriter documentation built on Oct. 25, 2024, 1:06 a.m.