TY - JOUR
TI - A novel text classification problem and its solution
AU - Zadrożny, Sławomir
AU - Kacprzyk, Janusz
AU - Gajewski, Marek
AU - Wysocki, Maciej
TI - A novel text classification problem and its solution
AB - 
	A new text categorization problem is introduced. As in the classical problem, there is a set of documents and a set of categories. However, in addition to being assigned to a specific category, each document belongs to a certain sequence of documents, referred to as a case. It is assumed that all documents in the same case belong to the same category. An example may be a set of news articles. Their categories may be sport, politics, entertainment, etc. In each category there exist cases, i.e., sequences of documents describing, for example evolution of some events. The problem considered is how to classify a document to a proper category and a proper case within this category. In the paper we formalize the problem and discuss two approaches to its solution.
VL - 2013
IS - Automatyka Zeszyt 4-AC (12) 2013
PY - 2014
SN - 0011-4561
C1 - 2353-737X
SP - 7
EP - 16
DO - 10.4467/2353737XCT.14.043.3951
UR - https://ejournals.eu/czasopismo/czasopismo-techniczne/artykul/a-novel-text-classification-problem-and-its-solution
KW - text categorization
KW - sequences of documents
KW - sequence mining
KW - hidden Markov models