Cagatay Yildiz

Doctoral Candidate

Research outputs

  1. 2019
  2. Accepted/In press

    ODE2VAE: Deep generative second order ODEs with Bayesian neural networks

    Yildiz, C., Heinonen, M. & Lähdesmäki, H., 2019, (Accepted/In press) NeurIPS.

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

  3. 2018
  4. Published

    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

  5. Published

    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

  6. Published

    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

  7. Published

    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

  8. Published

    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

ID: 15207928