A. Taylan Cemgil

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 42

Top Topics

Data Collection

Matrix Factorization

Indoor Localization

Top Venues

Digit. Signal Process.

Publications

Isabela Albuquerque, Jessica Schrouff, David Warde-Farley, A. Taylan Cemgil, Sven Gowal, Olivia Wiles
Evaluating Model Bias Requires Characterizing its Mistakes. CoRR (2024)
Ira Ktena, Olivia Wiles, Isabela Albuquerque, Sylvestre-Alvise Rebuffi, Ryutaro Tanno, Abhijit Guha Roy, Shekoofeh Azizi, Danielle Belgrave, Pushmeet Kohli, Alan Karthikesalingam, A. Taylan Cemgil, Sven Gowal
Generative models improve fairness of medical classifiers under distribution shifts. CoRR (2023)
F. Serhan Danis, Cem Ersoy, A. Taylan Cemgil
Probabilistic indoor tracking of Bluetooth Low-Energy beacons. Perform. Evaluation 162 (2023)
F. Serhan Danis, Ahmet Teoman Naskali, A. Taylan Cemgil, Cem Ersoy
An indoor localization dataset and data collection framework with high precision position annotation. Pervasive Mob. Comput. 81 (2022)
Elizabeth Bondi, Raphael Koster, Hannah Sheahan, Martin J. Chadwick, Yoram Bachrach, A. Taylan Cemgil, Ulrich Paquet, Krishnamurthy Dvijotham
Role of Human-AI Interaction in Selective Prediction. AAAI (2022)
Abhijit Guha Roy, Jie Ren, Shekoofeh Azizi, Aaron Loh, Vivek Natarajan, Basil Mustafa, Nick Pawlowski, Jan Freyberg, Yuan Liu, Zachary Beaver, Nam Vo, Peggy Bui, Samantha Winter, Patricia MacWilliams, Gregory S. Corrado, Umesh Telang, Yun Liu, A. Taylan Cemgil, Alan Karthikesalingam, Balaji Lakshminarayanan, Jim Winkens
Does your dermatology classifier know what it doesn't know? Detecting the long-tail of unseen conditions. Medical Image Anal. 75 (2022)
F. Serhan Danis, Ahmet Teoman Naskali, A. Taylan Cemgil, Cem Ersoy
An Indoor Localization Dataset and Data Collection Framework with High Precision Position Annotation. CoRR (2022)
Francesco Croce, Sven Gowal, Thomas Brunner, Evan Shelhamer, Matthias Hein, A. Taylan Cemgil
Evaluating the Adversarial Robustness of Adaptive Test-time Defenses. CoRR (2022)
F. Serhan Danis, Cem Ersoy, A. Taylan Cemgil
Tracking a Mobile Beacon: A Purely Probabilistic Approach. MASCOTS (2022)
Francesco Croce, Sven Gowal, Thomas Brunner, Evan Shelhamer, Matthias Hein, A. Taylan Cemgil
Evaluating the Adversarial Robustness of Adaptive Test-time Defenses. ICML (2022)
Francisco J. R. Ruiz, Michalis K. Titsias, A. Taylan Cemgil, Arnaud Doucet
Unbiased gradient estimation for variational auto-encoders using coupled Markov chains. UAI (2021)
F. Serhan Danis, A. Taylan Cemgil, Cem Ersoy
Adaptive Sequential Monte Carlo Filter for Indoor Positioning and Tracking With Bluetooth Low Energy Beacons. IEEE Access 9 (2021)
Sinan Yildirim, M. Burak Kurutmaz, Melih Barsbey, Umut Simsekli, A. Taylan Cemgil
Bayesian Allocation Model: Marginal Likelihood-Based Model Selection for Count Tensors. IEEE J. Sel. Top. Signal Process. 15 (3) (2021)
Elizabeth Bondi, Raphael Koster, Hannah Sheahan, Martin J. Chadwick, Yoram Bachrach, A. Taylan Cemgil, Ulrich Paquet, Krishnamurthy Dvijotham
Role of Human-AI Interaction in Selective Prediction. CoRR (2021)
Olivia Wiles, Sven Gowal, Florian Stimberg, Sylvestre-Alvise Rebuffi, Ira Ktena, Krishnamurthy Dvijotham, A. Taylan Cemgil
A Fine-Grained Analysis on Distribution Shift. CoRR (2021)
Abhijit Guha Roy, Jie Ren, Shekoofeh Azizi, Aaron Loh, Vivek Natarajan, Basil Mustafa, Nick Pawlowski, Jan Freyberg, Yuan Liu, Zachary Beaver, Nam Vo, Peggy Bui, Samantha Winter, Patricia MacWilliams, Gregory S. Corrado, Umesh Telang, Yun Liu, A. Taylan Cemgil, Alan Karthikesalingam, Balaji Lakshminarayanan, Jim Winkens
Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions. CoRR (2021)
Sven Gowal, Chongli Qin, Po-Sen Huang, A. Taylan Cemgil, Krishnamurthy Dvijotham, Timothy A. Mann, Pushmeet Kohli
Achieving Robustness in the Wild via Adversarial Mixing With Disentangled Representations. CVPR (2020)
Jim Winkens, Rudy Bunel, Abhijit Guha Roy, Robert Stanforth, Vivek Natarajan, Joseph R. Ledsam, Patricia MacWilliams, Pushmeet Kohli, Alan Karthikesalingam, Simon Kohl, A. Taylan Cemgil, S. M. Ali Eslami, Olaf Ronneberger
Contrastive Training for Improved Out-of-Distribution Detection. CoRR (2020)
A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham, Sven Gowal, Pushmeet Kohli
Autoencoding Variational Autoencoder. CoRR (2020)
Beyza Ermis, A. Taylan Cemgil
Data Sharing via Differentially Private Coupled Matrix Factorization. ACM Trans. Knowl. Discov. Data 14 (3) (2020)
A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy (Dj) Dvijotham, Pushmeet Kohli
Adversarially Robust Representations with Smooth Encoders. ICLR (2020)
Francisco J. R. Ruiz, Michalis K. Titsias, A. Taylan Cemgil, Arnaud Doucet
Unbiased Gradient Estimation for Variational Auto-Encoders using Coupled Markov Chains. CoRR (2020)
A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham, Sven Gowal, Pushmeet Kohli
The Autoencoding Variational Autoencoder. NeurIPS (2020)
Ömer Kirbiyik, Enis Simsar, A. Taylan Cemgil
Comparison of Deep Generative Models for the Generation of Handwritten Character Images. SIU (2019)
Gonul Ayci, Abdullatif Köksal, M. Melih Mutlu, Burak Suyunu, A. Taylan Cemgil
Active Learning with Bayesian Nonnegative Matrix Factorization for Recommender Systems. SIU (2019)
Kamer Kaya, Figen Öztoprak, S. Ilker Birbil, A. Taylan Cemgil, Umut Simsekli, Nurdan Kuru, Hazal Koptagel, M. Kaan Öztürk
A framework for parallel second order incremental optimization algorithms for solving partially separable problems. Comput. Optim. Appl. 72 (3) (2019)
Caglar Hizli, A. Taylan Cemgil, Serap Kirbiz
Model selection for relational data factorization. SIU (2019)
Sven Gowal, Chongli Qin, Po-Sen Huang, A. Taylan Cemgil, Krishnamurthy Dvijotham, Timothy A. Mann, Pushmeet Kohli
Achieving Robustness in the Wild via Adversarial Mixing with Disentangled Representations. CoRR (2019)
Umut Simsekli, Çagatay Yildiz, Thanh Huy Nguyen, A. Taylan Cemgil, Gaël Richard
Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization. ICML (2018)
Burak Suyunu, Gonul Aya, A. Taylan Cemgil
Active selection of elements for Bayesian nonnegative matrix factorization. SIU (2018)
Onur Poyraz, M. Burak Kurutmaz, A. Taylan Cemgil, Sinan Selamoglu
Anomaly detection on wind turbines. SIU (2018)
Umut Simsekli, Çagatay Yildiz, Thanh Huy Nguyen, Gaël Richard, A. Taylan Cemgil
Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization. CoRR (2018)
Mehmet Turan, Yasin Almalioglu, Hunter Gilbert, Helder Araújo, A. Taylan Cemgil, Metin Sitti
EndoSensorFusion: Particle Filtering-Based Multi-Sensory Data Fusion with Switching State-Space Model for Endoscopic Capsule Robots. ICRA (2018)
M. Burak Kurutmaz, A. Taylan Cemgil, Ahmet Cezayirli, Ezgi Bingöl, Sait Sener
Outlier detection on power consumption via non-negative tensor factorization models. SIU (2017)
Mehmet Turan, Yasin Almalioglu, Hunter Gilbert, Helder Araújo, A. Taylan Cemgil, Metin Sitti
EndoSensorFusion: Particle Filtering-Based Multi-sensory Data Fusion with Switching State-Space Model for Endoscopic Capsule Robots. CoRR (2017)
Umut Simsekli, Alain Durmus, Roland Badeau, Gaël Richard, Eric Moulines, A. Taylan Cemgil
Parallelized Stochastic Gradient Markov Chain Monte Carlo algorithms for non-negative matrix factorization. ICASSP (2017)
Umut Simsekli, Roland Badeau, A. Taylan Cemgil, Gaël Richard
Stochastic Quasi-Newton Langevin Monte Carlo. ICML (2016)
M. Serdar Yümlü, Fikret S. Gürgen, A. Taylan Cemgil, Nesrin Okay
Bayesian changepoint and time-varying parameter learning in regime switching volatility models. Digit. Signal Process. 40 (2015)
Serap Kirbiz, Antoine Liutkus, A. Taylan Cemgil
Dialogue enhancement using kernel additive modelling. SIU (2015)
Ercan E. Kuruoglu, Joan Lasenby, A. Taylan Cemgil, Anil C. Kokaram, Robin D. Morris
Special Issue in Honour of William J. (Bill) Fitzgerald. Digit. Signal Process. 47 (2015)
Antoine Liutkus, Umut Simsekli, A. Taylan Cemgil
Extraction of Temporal Patterns in Multi-rate and Multi-modal Datasets. LVA/ICA (2015)
Onur Güngör, Suzan Üsküdarli, A. Taylan Cemgil
DRENAJ: Distributed social media data collection system. SIU (2015)
Cemil Demir, A. Taylan Cemgil, Murat Saraclar
Analysis of effect of single-channel speech-music separation using NMF to automatic speech recognition. SIU (2014)
Sinan Yildirim, A. Taylan Cemgil, Sumeetpal S. Singh
An Online Expectation-Maximisation Algorithm for Nonnegative Matrix Factorisation Models. CoRR (2014)
Mehmet Ozgun Demir, Baris Kurt, Saliha Buyukcorak, Gunes Karabulut Kurt, A. Taylan Cemgil, Engin Zeydan
Comparison of sampling strategies for flow length estimation. SIU (2014)
Yusuf Cem Sübakan, Baris Kurt, A. Taylan Cemgil, Bülent Sankur
Probabilistic sequence clustering with spectral learning. Digit. Signal Process. 29 (2014)
Umut Simsekli, Beyza Ermis, A. Taylan Cemgil, Evrim Acar
Optimal weight learning for Coupled Tensor Factorization with mixed divergences. EUSIPCO (2013)
Dogac Basaran, A. Taylan Cemgil, Emin Anarim
SMC samplers for multiresolution audio sequence alignment. ICASSP (2013)
Cemil Demir, A. Taylan Cemgil, Murat Saraclar
Catalog-based single-channel speech-music separation with the Itakura-Saito divergence. EUSIPCO (2012)
Beyza Ermis, Evrim Acar, A. Taylan Cemgil
Link Prediction via Generalized Coupled Tensor Factorisation CoRR (2012)
Yusuf Kenan Yilmaz, A. Taylan Cemgil
Alpha/Beta Divergences and Tweedie Models CoRR (2012)
Umut Simsekli, A. Taylan Cemgil
Score guided musical source separation using Generalized Coupled Tensor Factorization. EUSIPCO (2012)
Umut Simsekli, A. Taylan Cemgil
Markov Chain Monte Carlo inference for probabilistic latent tensor factorization. MLSP (2012)
Ismail Ari, A. Taylan Cemgil, Lale Akarun
Probabilistic interpolative decomposition. MLSP (2012)
Baris Kurt, A. Taylan Cemgil, Muhittin Mungan, Neval Polat, Alper Øzdogan, Ece Saygun
Network management without payload inspection: Application classification via statistical analysis of bulk flow data. Future Network & Mobile Summit (2012)
Yusuf Kenan Yilmaz, A. Taylan Cemgil
Algorithms for probabilistic latent tensor factorization. Signal Process. 92 (8) (2012)
Dogac Basaran, A. Taylan Cemgil, Emin Anarim
Model based multiple audio sequence alignment. WASPAA (2011)
Cemil Demir, A. Taylan Cemgil, Murat Saraclar
Semi-Supervised Single-Channel Speech-Music Separation for Automatic Speech Recognition. INTERSPEECH (2011)
Yusuf Kenan Yilmaz, A. Taylan Cemgil
Probabilistic Latent Tensor Factorization. LVA/ICA (2010)
David Barber, A. Taylan Cemgil
Graphical Models for Time-Series. IEEE Signal Process. Mag. 27 (6) (2010)
Cemil Demir, A. Taylan Cemgil, Murat Saraclar
Catalog-based single-channel speech-music separation. INTERSPEECH (2010)
Paul H. Peeling, A. Taylan Cemgil, Simon J. Godsill
Bayesian hierarchical models and inference for musical audio processing. ISWPC (2008)
Nick Whiteley, A. Taylan Cemgil, Simon J. Godsill
Sequential Inference of Rhythmic Structure in Musical Audio. ICASSP (4) (2007)
A. Taylan Cemgil
Strategies for Sequential Inference in Factorial Switching State Space Models. ICASSP (2) (2007)