TY - GEN
T1 - A transitive aligned Weisfeiler-Lehman subtree kernel
AU - Bai, Lu
AU - Rossi, Luca
AU - Cui, Lixin
AU - Hancock, Edwin R.
N1 - Funding Information:
This work is supported by the National Natural Science Foundation of China (Grant no. 61503422 and 61602535), and the Open Projects Program of National Laboratory of Pattern Recognition. Lu Bai is supported by the program for innovation research in Central University of Finance and Economics. Edwin R. Hancock is supported by a Royal Society Wolfson Research Merit Award.
Publisher Copyright:
© 2016 IEEE.
PY - 2016/1/1
Y1 - 2016/1/1
N2 - In this paper, we develop a new transitive aligned Weisfeiler-Lehman subtree kernel. This kernel not only overcomes the shortcoming of ignoring correspondence information between isomorphic substructures that arises in existing R-convolution kernels, but also guarantees the transitivity between the correspondence information that is not available for existing matching kernels. Our kernel outperforms state-of-the-art graph kernels in terms of classification accuracy on standard graph datasets.
AB - In this paper, we develop a new transitive aligned Weisfeiler-Lehman subtree kernel. This kernel not only overcomes the shortcoming of ignoring correspondence information between isomorphic substructures that arises in existing R-convolution kernels, but also guarantees the transitivity between the correspondence information that is not available for existing matching kernels. Our kernel outperforms state-of-the-art graph kernels in terms of classification accuracy on standard graph datasets.
UR - http://www.scopus.com/inward/record.url?scp=85019065361&partnerID=8YFLogxK
U2 - 10.1109/ICPR.2016.7899666
DO - 10.1109/ICPR.2016.7899666
M3 - Conference article published in proceeding or book
AN - SCOPUS:85019065361
T3 - Proceedings - International Conference on Pattern Recognition
SP - 396
EP - 401
BT - 2016 23rd International Conference on Pattern Recognition, ICPR 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 23rd International Conference on Pattern Recognition, ICPR 2016
Y2 - 4 December 2016 through 8 December 2016
ER -