TY - GEN
T1 - Towards gene function prediction via multi-networks representation learning
AU - Xue, Hansheng
AU - Peng, Jiajie
AU - Shang, Xuequn
N1 - Publisher Copyright:
© 2019, Association for the Advancement of Artificial Intelligence (www.aaai.org). All rights reserved.
PY - 2019
Y1 - 2019
N2 - Multi-networks integration methods have achieved prominent performance on many network-based tasks, but these approaches often incur information loss problem. In this paper, we propose a novel multi-networks representation learning method based on semi-supervised autoencoder, termed as DeepMNE, which captures complex topological structures of each network and takes the correlation among multi-networks into account. The experimental results on two real-world datasets indicate that DeepMNE outperforms the existing state-of-the-art algorithms.
AB - Multi-networks integration methods have achieved prominent performance on many network-based tasks, but these approaches often incur information loss problem. In this paper, we propose a novel multi-networks representation learning method based on semi-supervised autoencoder, termed as DeepMNE, which captures complex topological structures of each network and takes the correlation among multi-networks into account. The experimental results on two real-world datasets indicate that DeepMNE outperforms the existing state-of-the-art algorithms.
UR - http://www.scopus.com/inward/record.url?scp=85088160673&partnerID=8YFLogxK
U2 - 10.1609/aaai.v33i01.330110069
DO - 10.1609/aaai.v33i01.330110069
M3 - 会议稿件
AN - SCOPUS:85088160673
T3 - 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
SP - 10069
EP - 10070
BT - 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
PB - AAAI press
T2 - 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Annual Conference on Innovative Applications of Artificial Intelligence, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
Y2 - 27 January 2019 through 1 February 2019
ER -