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Bookworm

A java application that detects a book's genre based on its text.

Test data

1050 books in 5 genres:

  • cookbooks
  • fantasy
  • mystery
  • romance
  • science fiction

A total of 2.34GiB in EPUB files.

Classification accuracy

The classification accuracy of the above test data is 93% for all books and genres. The accuracy for 4 genres (all of the above except mystery) is 98%. The percentage is a result of 10-fold cross-validation.

Accuracy per book count Accuracy by genre

Performance

The application uses threads and the new Java 8 concurrency APIs for increased parallel performance.

CPU load RAM load

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Book genre detection based on their text.

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