Secondly, there is no linear ordering of the word occurrences.
the naive Bayes classifier can be further formalized as follows: The estimates of P (c) and P (w|c) can be referred to (McCallum and Nigam, 1998) Some extensions to the naive Bayes classifier with EM algorithm have been proposed for various text categorization tasks.