Deng, J.; Xia, R.; Zhang, Z.; Liu, Y.; Schuller, B.Introducing shared-hidden-layer autoencoders for transfer learning and their application in acoustic emotion recognition4851-4855Proc. International Conference on Acoustics, Speech, and Signal Processing (ICASSP)2014
Deng, J.;Zhang, Z.;Eyben, F.;Schuller, B.Autoencoder-based Unsupervised Domain Adaptation for Speech Emotion RecognitionIEEE Signal Processing Letters2014Vol. 21, No. 91068 - 1072
Deng, J.;Zhang, Z.;Marchi, E.;Schuller, B.Sparse Autoencoder-based Feature Transfer Learning for Speech Emotion RecognitionProc. 5th biannual Humaine Association Conference on Affective Computing and Intelligent Interaction (ACII 2013) ,Geneva, Switzerlandoral acceptance rate: 31HUMAINE Association, IEEE2013
Deng, J.;Zhang, Z.;Schuller, B.Linked Source and Target Domain Subspace Feature Transfer Learning – Exemplified by Speech Emotion Recognition22nd International Conference on Pattern Recognition (ICPR 2014), Stockholm, Swedenacceptance rate: 562014
Geiger, J.T.;Zhang, Z.;Weninger, F.;Schuller, B.;Rigoll, G.Robust Speech Recognition using Long Short-Term Memory Recurrent Neural Networks for Hybrid Acoustic ModellingProc. INTERSPEECH 2014, Singapore, Singapore2014
Wöllmer, M.;Zhang, Z.;Weninger, F.;Schuller, B.;Rigoll, G.Feature Enhancement by Bidirectional LSTM Networks for Conversational Speech Recognition in Highly Non-Stationary NoiseProceedings 38th IEEE International Conference on Acoustics, Speech, and Signal Processing, Proc. Int. Congress on Acoustics Proc. Int. Conf. on Acoustics, Speech, and Signal Processing ICASSP 2013, Vancouver, Canadaacceptance rate: 53IEEE2013
Zhang, Z. and Coutinho, E. and Deng, J. and Schuller, B.Cooperative Learning and its Application to Emotion Recognition from SpeechTransactions on Audio, Speech and Language Processing / IEEE2015231115-126
Zhang, Z.;Coutinho, E.;Deng, J.;Schuller, B.Distributing Recognition in Computational ParalinguisticsIEEE Transactions on Affective Computing2014Vol. 5Issue 4pp. 406-417
Zhang, Z.;Deng, J.;Schuller, B.Co-Training Succeeds in Computational ParalinguisticsProceedings 38th IEEE International Conference on Acoustics, Speech, and Signal Processing, Proc. Int. Congress on Acoustics Proc. Int. Conf. on Acoustics, Speech, and Signal Processing ICASSP 2013, Vancouver, Canadaacceptance rate: 53IEEE2013
Zhang, Z.;Eyben, F.;Deng, J.;Schuller, B.An Agreement and Sparseness-based Learning Instance Selection and its Application to Subjective Speech PhenomenaProceedings of the 5th International Workshop on Emotion Social Signals, Sentiment & Linked Open Data (ES3LOD 2014), satellite of the 9th Language Resources and Evaluation Conference (LREC 2014) (B. Schuller, P. Buitelaar, L. Devillers, C. Pelachaud, T. Declerck, A. Batliner, P. Rosso, and S. Gaines, eds.), Reykjavik, Iceland2014