Items where Author is "Yıldırım, Sinan"

Article

Cheng, Cheng and Tourneret, Jean Yves and Yıldırım, Sinan (2025) A variational Bayesian marginalized particle filter for jump Markov nonlinear systems with unknown measurement noise parameters. Signal Processing, 233 . ISSN 0165-1684 (Print) 1872-7557 (Online)

Aydın, Soner and Yıldırım, Sinan (2025) Bayesian frequency estimation under local differential privacy with an adaptive randomized response mechanism. ACM Transactions on Knowledge Discovery from Data, 19 (2). ISSN 1556-4681 (Print) 1556-472X (Online)

Aksoy, Ozan and Yıldırım, Sinan (2024) A model of dynamic flows: explaining Turkey's interprovincial migration. Sociological Methodology, 54 (1). pp. 52-91. ISSN 0081-1750 (Print) 1467-9531 (Online)

Yıldırım, Sinan (2024) Differentially private online Bayesian estimation with adaptive truncation. Turkish Journal of Electrical Engineering and Computer Sciences, 32 (1). pp. 34-50. ISSN 1300-0632 (Print) 1303-6203 (Online)

Tavakol Aghaei, Vahid and Ağababaoğlu, Arda and Bawo, Biram and Naseradinmousavi, Peiman and Yıldırım, Sinan and Yeşilyurt, Serhat and Onat, Ahmet (2023) Energy optimization of wind turbines via a neural control policy based on reinforcement learning Markov chain Monte Carlo algorithm. Applied Energy, 341 . ISSN 0306-2619

Yıldırım, Sinan and Khalafi, Mohammad and Güzel, Tayyar and Satık, Halil and Yılmaz, Murat (2023) Supply curves in electricity markets: a framework for dynamic modeling and Monte Carlo forecasting. IEEE Transactions on Power Systems, 38 (4). pp. 3056-3069. ISSN 0885-8950 (Print) 1558-0679 (Online)

Alparslan, Barış and Yıldırım, Sinan (2022) Statistic selection and MCMC for differentially private Bayesian estimation. Statistics and Computing, 32 (5). ISSN 0960-3174 (Print) 1573-1375 (Online)

Tavakol Aghaei, Vahid and Ağababaoğlu, Arda and Yıldırım, Sinan and Onat, Ahmet (2022) A real-world application of Markov chain Monte Carlo method for Bayesian trajectory control of a robotic manipulator. ISA Transactions, 125 . pp. 580-590. ISSN 0019-0578 (Print) 1879-2022 (Online)

Kuru, Nurdan and Birbil, Ş. İlker and Gürbüzbalaban, Mert and Yıldırım, Sinan (2022) Differentially private accelerated optimization algorithms. SIAM Journal on Optimization, 32 (2). pp. 795-821. ISSN 1052-6234 (Print) 1095-7189 (Online)

Abdennebi, Anes and Elakaş, Anıl and Taşyaran, Fatih and Öztürk, Erdinç and Kaya, Kamer and Yıldırım, Sinan (2022) Machine learning-based load distribution and balancing in heterogeneous database management systems. Concurrency and Computation: Practice and Experience, 34 (4). ISSN 1532-0626 (Print) 1532-0634 (Online)

Yıldırım, Sinan and Kurutmaz, M. Burak and Barsbey, Melih and Şimşekli, Umut and Cemgil, A. Taylan (2021) Bayesian allocation model: marginal likelihood-based model selection for count tensors. IEEE Journal of Selected Topics in Signal Processing, 15 (3). pp. 560-573. ISSN 1932-4553 (Print) 1941-0484 (Online)

Erdil, Ertunç and Yıldırım, Sinan and Tasdizen, Tolga and Çetin, Müjdat (2019) Pseudo-marginal MCMC sampling for image segmentation using nonparametric shape priors. IEEE Transactions on Image Processing, 28 (11). pp. 5702-5715. ISSN 1057-7149 (Print) 1941-0042 (Online)

Yıldırım, Sinan and Ermiş, Beyza (2019) Exact MCMC with differentially private moves: revisiting the penalty algorithm in a data privacy framework. Statistics and Computing, 29 (5). pp. 947-963. ISSN 0960-3174 (Print) 1573-1375 (Online)

Tavakol Aghaei, Vahid and Onat, Ahmet and Yıldırım, Sinan (2018) A Markov chain Monte Carlo algorithm for Bayesian policy search. Systems Science and Control Engineering, 6 (1). pp. 438-455. ISSN 2164-2583

Papers in Conference Proceedings

Cheng, Cheng and Yıldırım, Sinan and Tourneret, Jean-Yves (2024) Auxiliary particle filtering with variational inference for jump Markov systems with unknown measurement noise covariance. In: 32nd European Signal Processing Conference (EUSIPCO 2024), Lyon, France

Alparslan, Barış and Yıldırım, Sinan and Birbil, Ş. İlker (2023) Differentially private distributed Bayesian linear regression with MCMC. In: 40th International Conference on Machine Learning, Honolulu, Hawaii, USA

Yıldırım, Sinan and Kaya, Kamer and Aydın, Soner and Erentuğ, Hakan Buğra (2020) Differentially private frequency sketches for intermittent queries on large data streams. In: IEEE International Conference on Big Data (Big Data), Atlanta, GA, USA

Tavakol Aghaei, Vahid and Ağababaoğlu, Arda and Onat, Ahmet and Yıldırım, Sinan (2019) Bayesian learning for policy search in trajectory control of a planar manipulator. In: IEEE 9th Annual Computing and Communication Workshop and Conference (CCWC), Las Vegas, NV, USA

Erdil, Ertunç and Yıldırım, Sinan and Çetin, Müjdat and Taşdizen, Tolga (2016) MCMC shape sampling for image segmentation with nonparametric shape priors. In: 29th IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Las Vegas, Nevada, USA

Working Paper / Technical Report

Yıldırım, Sinan and Andrieu, Christophe and Doucet, Arnaud (2015) Efficient estimation of likelihood ratios in state-space models–application to scalable exact approximations of MCMCs. [Working Paper / Technical Report] Sabanci University ID:UNSPECIFIED

Andrieu, Christophe and Doucet, Arnaud and Yıldırım, Sinan (2015) On the usefulness of asymmetric acceptance ratio Metropolis-Hastings update. [Working Paper / Technical Report] Sabanci University ID:UNSPECIFIED