- Bourlard, H. and Popescu-Belis, A. (Editors), Interactive Multimodal Information Management, EPFL-Press (Presses Polytechniques et Universitaires Romandes), ISBN 978-1-4822-1212-9, October 2013.
- Renals, S., Bourlard, H., Carletta, J., and Popescu-Belis, A. (Editors), Multimodal Signal Processing – Human Interactions in Meetings, Cambridge University Press, ISBN-13: 9781107022294, May 2012.
- Thiran, J.-P., Marques, F., and Bourlard, H. (Editors), Multi-modal Signal Processing: Methods and Techniques to Build Multimodal Interactive Systems, Academic Press, ISBN-10: 0123748259, 2009.
- Popescu-Belis, A., Renals, S., and Bourlard, H. (Edîtors), Machine Learning for Multimodal Interfaces (4th International Workshop, MLMI’07) ( Brno , Czech Republic , June 2007), Lecture Notes in Computer Science, Springer, Vol. LNCS 4892, 2008.
- Bengio, S. and Bourlard, H. (Editors), Machine Learning for Multimodal Interfaces (First International Workshop, MLMI’04) (Martigny, June 2004), Lecture Notes in Computer Science, Springer, Vol. LNCS 3361, 2005.
- Bourlard, H., Adali, T., Bengio, S., Larsen, J., and Douglas, S. (Editors), Neural Networks for Signal Processing, IEEE Press, ISBN 0-7803-7616-1, 2002.
- Boite, R., Bourlard, H., Dutoit, T., Hancq, J., and Leich, H., Traitement de la Parole (Speech Processing) (2nd Edition), Presses Polytechniques et Universitaires Romandes, Swiss Federal Institute of Technology, Lausanne , ISBN 2-88074-388-5, Dec. 1999.
- Bourlard, H. and Morgan, N., Connectionist Speech Recognition - A Hybrid Approach, Kluwer Academic Publishers, ISBN 0-7923-9396-1, 1994.
- Bourlard, H. (1992), “Continuous Speech Recognition: From Hidden Markov Models to Neural Networks,” Ph.D. Thesis, Faculté Polytechnique de Mons , Belgium , June 1992.