Once the model is learned, inferring the topic distribution of a test document of length N takes O(SN T ).
the time it takes to classify a document when using LDAH-S is O(SN T +AT ), where A is the number of authors, and O(T ) is the time complexity of calculating the Hellinger distance between two T -dimensional distributions.