publications

reversed chronological order

2021

  1. ICML
    Continuous-time Model-based Reinforcement Learning
    Yildiz, Cagatay, Heinonen, Markus, and Lahdesmaki, Harri
    In International Conference on Machine Learning 2021

2019

  1. NeurIPS
    ODE2VAE: Deep generative second order ODEs with Bayesian neural networks
    Yildiz, Cagatay, Heinonen, Markus, and Lahdesmaki, Harri
    In Advances in Neural Information Processing Systems 2019

2018

  1. ICML
    Learning unknown ODE models with Gaussian processes
    Heinonen, Markus, Yildiz, Cagatay, Mannerström, Henrik, Intosalmi, Jukka, and Lähdesmäki, Harri
    In International Conference on Machine Learning 2018
  2. ICML
    Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization
    Simsekli, Umut, Yildiz, Cagatay, Nguyen, Than Huy, Cemgil, Taylan, and Richard, Gael
    In International Conference on Machine Learning 2018
  3. MLSP
    Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching
    Yildiz, Cagatay, Heinonen, Markus, Intosalmi, Jukka, Mannerström, Henrik, and Lähdesmäki, Harri
    In IEEE 28th International Workshop on Machine Learning for Signal Processing 2018
  4. Workshop
    A Nonparametric Spatio-temporal SDE Model
    Yildiz, Cagatay, Heinonen, Markus, and Lähdesmäki, Harri
    In NeurIPS Spatiotemporal Workshop 2018
  5. DSP
    A Bayesian change point model for detecting SIP-based DDoS attacks
    Kurt, Baris, Yildiz, Cagatay, Ceritli, Taha, Sankur, Bulent, and Cemgil, Taylan
    In Digital Signal Processing 2018
  6. SoftwareX
    A real-time SIP network simulation and monitoring system
    Yildiz, Cagatay, Kurt, Baris, Ceritli, Taha, Sankur, Bulent, and Cemgil, Taylan
    In SoftwareX 2018

2017

  1. SIU
    A Bayesian change point model for epileptic seizure detection
    Yildiz, Cagatay, Bingol, Haluk, Irim-Celik, Gulcin, Aktekin, Berrin, and Aykut-Bingol, Canan
    In 25th Signal Processing and Communications Applications Conference 2017

2016

  1. Workshop
    A Dictionary Learning Based Anomaly Detection Method for Network Traffic Data
    Ceritli, Taha, Kurt, Baris, Yildiz, Cagatay, Sankur, Bulent, and Cemgil, Taylan
    In ICML Anomaly Detection Workshop 2016
  2. SIU
    Attack Detection in VOIP Networks Using Bayesian Multiple Change-Point Models
    Yildiz, Cagatay, Ceritli, Taha, Kurt, Baris, Sankur, Bulent, and Cemgil, Taylan
    In IEEE Singal Processing and Communications Applications 2016
  3. SIU
    A Probabilistic SIP Network Simulation System
    Kurt, Baris, Yildiz, Cagatay, Ceritli, Taha, Yamac, Mehmet, Semerci, Murat, Sankur, Bulent, and Cemgil, Taylan
    In IEEE Singal Processing and Communications Applications 2016