TY - JOUR
T1 - Document classification method based on graphs and concepts of non-rigid 3D models approach
AU - Galdos, Lorena Castillo
AU - Del Alamo, Cristian Lopez
AU - Guillén, Grimaldo Dávila
N1 - Publisher Copyright:
© Science and Information Organization.
PY - 2020
Y1 - 2020
N2 - Text document classification is an important research topic in the field of information retrieval, and so it is how we represent the information extracted from the documents to be classified. There exists document classification methods and techniques based on the vector space model, which doesn't capture the relation between words, which is considered of importance to make a better comparison and therefore classification. For this reason, two significant contributions were made, the first one is the way to create the feature vector for document comparison, which uses adapted concepts of non-rigid 3D models comparison and graphs as a data structure to represent such documents. The second contribution is the classification method itself, which uses the representative feature vectors of each category to classify new documents.
AB - Text document classification is an important research topic in the field of information retrieval, and so it is how we represent the information extracted from the documents to be classified. There exists document classification methods and techniques based on the vector space model, which doesn't capture the relation between words, which is considered of importance to make a better comparison and therefore classification. For this reason, two significant contributions were made, the first one is the way to create the feature vector for document comparison, which uses adapted concepts of non-rigid 3D models comparison and graphs as a data structure to represent such documents. The second contribution is the classification method itself, which uses the representative feature vectors of each category to classify new documents.
KW - Document classification
KW - Graphs
KW - Non-rigid 3D models
KW - Universidad nacional de san agustin de arequipa (UNSA)
UR - http://www.scopus.com/inward/record.url?scp=85087838342&partnerID=8YFLogxK
U2 - 10.14569/IJACSA.2020.0110680
DO - 10.14569/IJACSA.2020.0110680
M3 - Article
AN - SCOPUS:85087838342
SN - 2158-107X
VL - 11
SP - 655
EP - 662
JO - International Journal of Advanced Computer Science and Applications
JF - International Journal of Advanced Computer Science and Applications
IS - 6
ER -