Çağatay Yıldız
Research
My research interests include
Variational Autoencoders
Gaussian Processes
Stochastic Quasi Newton
Graphical Models
My CV is here.
My M.Sc. thesis is here.
Details regarding my research are here.
Publications (reverse chronologically)
Yıldız Ç, Heinonen M & Lähdesmäki H. (2018), ‘A Nonparametric Spatiotemporal SDE Model’, NIPS 2018 Spatiotemporal Workshop [pdf]
Yıldız Ç, Heinonen M, Mannerström H, Intosalmi J, & Lähdesmäki H. (2018), ‘Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching’, IEEE International Workshop on Machine Learning for Signal Processing [pdf]
Heinonen M, Yıldız Ç, Mannerström H, Intosalmi J, & Lähdesmäki H. (2018), ‘Learning unknown ODE models with Gaussian processes’, International Conference on Machine Learning [pdf]
Simsekli U, Yıldız Ç, Nguyen T, Cemgil A.T., & Richard, G. (2018), ‘Asynchronous Stochastic QuasiNewton MCMC for NonConvex Optimization’, International Conference on Machine Learning [pdf]
Yıldız Ç, Bingöl O.H., Irim G, Aktekin B, & AykutBingöl C. (2017), ‘A Bayesian Change Point Model for Epileptic Seizure Detection’, IEEE Singal Processing and Communications Applications. [pdf]
Kurt B, Yıldız Ç, Ceritli T. Y., Sankur B, & Cemgil A.T. (2017), ‘A Bayesian Change Point Model for Detecting SIPbased DDoS Attacks’, Digital Signal Processing [pdf]
Yıldız Ç, Kurt B, Ceritli T. Y., Sankur B, & Cemgil A.T. (2017), ‘A RealTime SIP Network Simulation and Monitoring System’, SoftwareX [pdf]
Yıldız Ç, Semerci M, Ceritli T.Y, Kurt B, Cemgil A.T. & Sankur B. (2016), ‘Change Point Detection for Monitoring SIP Networks’, European Conference on Networks and Communications. [pdf]
Ceritli T.Y, Kurt B, Yıldız Ç, Sankur B, & Cemgil A.T. (2016), ‘A Dictionary Learning Based Anomaly Detection Method for Network Traffic Data’, International Conference on Machine Learning (ICML) Anomaly Detection Workshop. [pdf]
Yıldız Ç, Ceritli T.Y, Kurt B, Sankur B, & Cemgil A.T. (2016), ‘Bayesçi Çoklu Değişim Noktası Modeliyle VoIP Ağlarda Saldırı Tespiti’, IEEE Singal Processing and Communications Applications. [pdf]
Kurt B, Yıldız Ç, Ceritli T.Y, Yamaç M, Semerci M, Sankur B, & Cemgil, A.T. (2016), ‘Olasılıksal SIP Ağı Benzetim Sistemi’, IEEE Singal Processing and Communications Applications. [pdf]
