TY - JOUR
T1 - Author verification using syntactic N-grams
AU - Posadas-Durán, Juan Pablo
AU - Sidorov, Grigori
AU - Batyrshin, Ildar
AU - Mirasol-Meléndez, Elibeth
PY - 2015
Y1 - 2015
N2 - This paper describes our approach to tackle the Author Verification task at PAN 2015. Our method builds a representation of an author's style by using the information contained in dependency trees. This information is represented as syntactic n-grams and used to conform a vector space. Using unsupervised machine learning approach, each instance is associated to the correponding author using the Jaccard distance. In this paper, we describe the features that were used and the employed unsupervised machine learning algorithm.
AB - This paper describes our approach to tackle the Author Verification task at PAN 2015. Our method builds a representation of an author's style by using the information contained in dependency trees. This information is represented as syntactic n-grams and used to conform a vector space. Using unsupervised machine learning approach, each instance is associated to the correponding author using the Jaccard distance. In this paper, we describe the features that were used and the employed unsupervised machine learning algorithm.
UR - http://www.scopus.com/inward/record.url?scp=84982786807&partnerID=8YFLogxK
M3 - Artículo de la conferencia
AN - SCOPUS:84982786807
SN - 1613-0073
VL - 1391
JO - CEUR Workshop Proceedings
JF - CEUR Workshop Proceedings
T2 - 16th Conference and Labs of the Evaluation Forum, CLEF 2015
Y2 - 8 September 2015 through 11 September 2015
ER -