Phone: +90 212 359 7183
Office: ETA27 – PILAB
I’ve been working on Bayesian methods on machine learning under the supervision of Assoc. Prof. A. Taylan Cemgil until 2010. Our work group is located at the Perceptual Intelligence Laboratory. I completed my Master Thesis under the supervision of Prof. H. Levent Akın and participated at several Robocup competitions as a member of Cerberus Robocup Team.
Bayesian Statistics and Machine Learning
Monte Carlo Methods
B. Kurt, C Yildiz, T. Y. Ceritli, B. Sankur, A. T. Cemgil, “A Bayesian Change Point Model for Detecting SIP-based DDoS Attacks”, Digital Signal Processing, 2016, (in review)
C Yildiz, B. Kurt, T. Y. Ceritli, B. Sankur, A. T. Cemgil, “A Real-Time SIP Network Simulation and Monitoring System”, SoftwareX, 2016 (in review)
Y. C. Sübakan, B. Kurt, A. T. Cemgil, B. Sankur, “Probabilistic sequence clustering with spectral learning”,Digital Signal Processing, 2014
U. Şimşekli, O. Sönmez, B. Kurt, A. T. Cemgil, “Combined Perception and Control for Timing in Robotic Music Performances”, EURASIP Journal on Audio, Speech, and Music Processing, 2012
International Conferences and Workshops
T.Y. Ceritli, B. Kurt, C. Yıldız, B. Sankur, A. T. Cemgil, “A Dictionary Learning Based Anomaly Detection Method for Network Traffic Data“, ICML 2016 Anomaly Detection Workshop.
B. Kurt, E. Zeydan, U. Yabas, I. A. Karatepe, G. K. Kurt and A. T. Cemgil, “A Network Monitoring System for High Speed Network Traffic”, IEEE International Conference on Sensing, Communication and Networking, 2016 (Accepted as Demo)
C. Yıldız, M. Semerci, Y. T. Ceritli, B. Kurt, A. T. Cemgil and B. Sankur, “Change Point Detection for Monitoring SIP Networks”, European Conference on Networks and Communications, EuCNC 2016, (Accepted)
C. Subakan, B. Kurt, A.T. Cemgil, B. Sankur, “Spectral Learning for Mixture of Markov Models” In NIPS 2013, Workshop on Spectral Learning.
B. Kurt, A.T. Cemgil, M. Mungan, N. Polat, A. Ozdoğan, E. Saygun “Network Management without Payload Inspection: Application Classification via Statistical Analysis of Bulk Flow Data” In Processings of the Future Network & Mobile Summit, 2012
B. Kurt, A.T. Cemgil, M. Mungan, E. Saygun, “A Bayesian Nonparametric Clustering Application on Network Traffic Data” In NIPS 2011, Workshop on Bayesian Nonparametrics.
N. E. Özkucur, B. Kurt, H. L. Akin., “A collaborative multi-robot localization method without robot identiﬁcation” In RoboCup 2008 Symposium, 2008.
National Conferences (in Turkish)
B. Kurt, C. Yıldız, T. Y. Ceritli, M. Yamac, M. Semerci, B. Sankur, A. T. Cemgil, “A Probabilistic SIP Network Simulation System”, 24th IEEE Conference on Signal Processing and Communications Applications (SİU), Zonguldak, Turkey, 2016 (Accepted)
C. Yıldız, T. Y. Ceritli, B. Kurt, B. Sankur, A. T. Cemgil, “Attack Detection in VOIP Networks Using Bayesian Multiple Change-Point Models”, 24th IEEE Conference on Signal Processing and Communications Applications (SİU), Zonguldak, Turkey, 2016 (Accepted)
B. Kurt, A. T. Cemgil, “Rastlantisal Öbek Çizgeler İçin Bayesçi Model Seçimi” (Bayesian Model Selection of Stochastic Blockmodels for Random Graphs), 19th IEEE Conference on Signal Processing and Communications Applications (SİU), Antalya, Turkey, 2011
Cmpe 220 – Discrete Computational Structures
Cmpe 250 – Data Structures and Algorithms
Cmpe 300 – Analysis of Algorithms
Cmpe 343 – Introduction to Probability and Statistics
Cmpe 58K – Bayesian Statistics and Machine Learning
PhD, Boğaziçi University, Computer Engineering (in progress)
MS, Boğaziçi University, Computer Engineering (3.25/4.00)
BS, Boğaziçi University, Computer Engineering (2.88/4.00)
I’ve been caving actively for 10 years in BUMAK.
Running and Biking.