Cagatay Yildiz

  • Aalto SCI Computer Science Konemiehentie 2

20152019

Research output per year

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Research Output

  • 6 Conference contribution
2019

ODE2VAE: Deep generative second order ODEs with Bayesian neural networks

Yildiz, C., Heinonen, M. & Lähdesmäki, H., 2019, 33rd Conference on Neural Information Processing Systems: NeurIPS 2019 . Neural Information Processing Systems Foundation, (Advances in Neural Information Processing Systems).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
2018

A Nonparametric Spatio-temporal SDE Model

Yildiz, C., Heinonen, M. & Lähdesmäki, H., 2018, NIPS 2018 Spatiotemporal Workshop: 32nd Conference on Neural Information Processing Systems (NIPS 2018), Montréal, Canada. Neural Information Processing Systems Foundation, p. 1-5

Research output: Chapter in Book/Report/Conference proceedingConference contributionProfessional

Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization

Simsekli, U., Yildiz, C., Nguyen, T. H., Richard, G. & Cemgil, A. T., 2018, Proceedings of the 35th International Conference on Machine Learning. p. 4681-4690 (Proceedings of Machine Learning Research; vol. 80).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
2 Downloads (Pure)

Asynchronous stochastic Quasi-Newton MCMC for non-convex optimization supplementary document

Simsekli, U., Yildiz, C., Nguyen, T. H., Richard, G. & Cemgil, A. T., 1 Jan 2018, 35th International Conference on Machine Learning, ICML 2018. Krause, A. & Dy, J. (eds.). Vol. 11. p. 4674-4683 8 p. (Proceedings of Machine Learning Research; vol. 80).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
10 Downloads (Pure)

Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching

Yildiz, C., Heinonen, M., Intosalmi, J., Mannerström, H. & Lähdesmäki, H., 2018, IEEE International Workshop on Machine Learning for Signal Processing. IEEE, 6 p. 8516991

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

3 Citations (Scopus)

Learning unknown ODE models with Gaussian processes

Heinonen, M., Yildiz, C., Mannerström, H., Intosalmi, J. & Lähdesmäki, H., 2018, Proceedings of the 35th International Conference on Machine Learning, ICML 2018. Vol. 5. p. 3120-3132 13 p. (Proceedings of Machine Learning Research; vol. 80).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
1 Citation (Scopus)
18 Downloads (Pure)