Publication

Representative Publications:

H. Jiang, "Machine Learning Fundamentals", Cambridge University Press, 2021. (bibtex)
S. Zhang, H. Jiang, L. Dai, "Hybrid Orthogonal Projection and Estimation (HOPE): A New Framework to Learn Neural Networks", Journal of Machine Learning Research (JMLR), 17(37):1−33, 2016.
O. Abdel-Hamid, A. Mohamed, H. Jiang, L. Deng, G. Penn, D. Yu, "Convolutional Neural Networks for Speech Recognition", IEEE/ACM Trans. on Audio, Speech and Language Processing, pp.1533-1545, Vol. 22, No. 10, October 2014. ( 2016 IEEE SPS Best Paper Award)
H. Jiang and X. Li, "Parameter Estimation of Statistical Models Using Convex Optimization: An Advanced Method of Discriminative Training for Speech and Language Processing", IEEE Signal Processing Magazine, pp. 115-127, Vol. 27, No. 3, May 2010.
H.Jiang, X. Li and C.-J. Liu, "Large Margin Hidden Markov Models for Speech Recognition", IEEE Trans. on Audio, Speech and Language Processing, pp.1584-1595, Vol. 14, No. 5, September 2006.
H. Jiang, "Confidence Measures for Speech Recognition: A Survey", Speech Communication, Vol. 45, No. 4, pp. 455-470, Apr. 2005.