Machine Learning – Publications
Modeling the Dynamics of Learning Activity on the Web Proceedings Article
In: Barrett, Rick; Cummings, Rick; Agichtein, Eugene; Gabrilovich, Evgeniy (Ed.): Proceedings of the 26th International Conference on World Wide Web, WWW 2017, Perth, Australia, April 3-7, 2017, pp. 1421–1430, ACM, 2017.
Discovery Radiomics via a Mixture of Deep ConvNet Sequencers for Multi-parametric MRI Prostate Cancer Classification Proceedings Article
In: Karray, Fakhri; Campilho, Aurélio; Cheriet, Farida (Ed.): Image Analysis and Recognition - 14th International Conference, ICIAR 2017, Montreal, QC, Canada, July 5-7, 2017, Proceedings, pp. 45–53, Springer, 2017.
Synthesizing Deep Neural Network Architectures using Biological Synaptic Strength Distributions Journal Article
In: CoRR, vol. abs/1707.00081, 2017.
JADE: Joint Autoencoders for Dis-Entanglement Journal Article
In: CoRR, vol. abs/1711.09163, 2017.
Infinite Continuous Feature Model for Psychiatric Comorbidity Analysis Journal Article
In: Neural Comput., vol. 28, no. 2, pp. 354–381, 2016.
Infinite Factorial Unbounded-State Hidden Markov Model Journal Article
In: IEEE Trans. Pattern Anal. Mach. Intell., vol. 38, no. 9, pp. 1816–1828, 2016.
Learning and Forecasting Opinion Dynamics in Social Networks Proceedings Article
In: Lee, Daniel D.; Sugiyama, Masashi; Luxburg, Ulrike; Guyon, Isabelle; Garnett, Roman (Ed.): Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, December 5-10, 2016, Barcelona, Spain, pp. 397–405, 2016.
On the Efficiency of the Information Networks in Social Media Proceedings Article
In: Bennett, Paul N.; Josifovski, Vanja; Neville, Jennifer; Radlinski, Filip (Ed.): Proceedings of the Ninth ACM International Conference on Web Search and Data Mining, San Francisco, CA, USA, February 22-25, 2016, pp. 83–92, ACM, 2016.
Modeling the Dynamics of Online Learning Activity Journal Article
In: CoRR, vol. abs/1610.05775, 2016.
Optimal motion planning for parallel robots via convex optimization and receding horizon Journal Article
In: Adv. Robotics, vol. 30, no. 17-18, pp. 1145–1163, 2016.
Spatio-temporal saliency detection using abstracted fully-connected graphical models Proceedings Article
In: 2016 IEEE International Conference on Image Processing, ICIP 2016, Phoenix, AZ, USA, September 25-28, 2016, pp. 694–698, IEEE, 2016.
Key-Value Memory Networks for Directly Reading Documents Journal Article
In: CoRR, vol. abs/1606.03126, 2016.
A Bayesian nonparametric approach for blind multiuser channel estimation Proceedings Article
In: 23rd European Signal Processing Conference, EUSIPCO 2015, Nice, France, August 31 - September 4, 2015, pp. 2766–2770, IEEE, 2015.
Modeling Adoption and Usage of Competing Products Proceedings Article
In: Aggarwal, Charu C.; Zhou, Zhi-Hua; Tuzhilin, Alexander; Xiong, Hui; Wu, Xindong (Ed.): 2015 IEEE International Conference on Data Mining, ICDM 2015, Atlantic City, NJ, USA, November 14-17, 2015, pp. 409–418, IEEE Computer Society, 2015.
On the Users' Efficiency in the Twitter Information Network Proceedings Article
In: Cha, Meeyoung; Mascolo, Cecilia; Sandvig, Christian (Ed.): Proceedings of the Ninth International Conference on Web and Social Media, ICWSM 2015, University of Oxford, Oxford, UK, May 26-29, 2015, pp. 570–573, AAAI Press, 2015.
Infinite Factorial Dynamical Model Proceedings Article
In: Cortes, Corinna; Lawrence, Neil D.; Lee, Daniel D.; Sugiyama, Masashi; Garnett, Roman (Ed.): Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, December 7-12, 2015, Montreal, Quebec, Canada, pp. 1666–1674, 2015.
Modeling Opinion Dynamics in Diffusion Networks Journal Article
In: CoRR, vol. abs/1506.05474, 2015.
Bayesian nonparametric comorbidity analysis of psychiatric disorders Journal Article
In: J. Mach. Learn. Res., vol. 15, no. 1, pp. 1215–1247, 2014.
Sinfinite factorial unbounded hidden Markov model for blind multiuser channel estimation Proceedings Article
In: 4th International Workshop on Cognitive Information Processing, CIP 2014, Copenhagen, Denmark, May 26-28, 2014, pp. 1–6, IEEE, 2014.
General Table Completion using a Bayesian Nonparametric Model Proceedings Article
In: Ghahramani, Zoubin; Welling, Max; Cortes, Corinna; Lawrence, Neil D.; Weinberger, Kilian Q. (Ed.): Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems 2014, December 8-13 2014, Montreal, Quebec, Canada, pp. 981–989, 2014.