Kaan Kara

Most-cited papers

ZipML: Training Linear Models with End-to-End Low Precision, and a Little Bit of Deep Learning
Hantian Zhang, Jerry Li, Kaan Kara, Dan Alistarh +2 more
2017International Conference on Machine Learning215 citations
Semantic Scholar
Centaur: A Framework for Hybrid CPU-FPGA Databases
Muhsen Owaida, David Sidler, Kaan Kara, G. Alonso
2017IEEE Symposium on Field-Programmable Custom Computing Machines83 citations
Semantic Scholar
FPGA-Accelerated Dense Linear Machine Learning: A Precision-Convergence Trade-Off
Kaan Kara, Dan Alistarh, G. Alonso, Onur Mutlu +1 more
2017IEEE Symposium on Field-Programmable Custom Computing Machines74 citations
Semantic Scholar
doppioDB: A hardware accelerated database
David Sidler, Z. István, Muhsen Owaida, Kaan Kara +1 more
2017International Conference on Field-Programmable Logic and Applications68 citations
Semantic Scholar
FPGA-based Data Partitioning
Kaan Kara, Jana Giceva, G. Alonso
2017SIGMOD Conference67 citations
Semantic Scholar
ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation
Kaan Kara, Ken Eguro, Ce Zhang, G. Alonso
2018Proceedings of the VLDB Endowment40 citations Open access
Semantic Scholar
High Bandwidth Memory on FPGAs: A Data Analytics Perspective
Kaan Kara, C. Hagleitner, D. Diamantopoulos, D. Syrivelis +1 more
2020International Conference on Field-Programmable Logic and Applications36 citations Open access
Semantic Scholar
Fast and robust hashing for database operators
Kaan Kara, G. Alonso
2016International Conference on Field-Programmable Logic and Applications36 citations
Semantic Scholar
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning
Ze-Ke Wang, Kaan Kara, Hantian Zhang, G. Alonso +2 more
2019Proceedings of the VLDB Endowment34 citations Open access
Semantic Scholar
Tackling Hardware/Software co-design from a database perspective
G. Alonso, Timothy Roscoe, David A. Cock, M. Ewaida +4 more
2020Conference on Innovative Data Systems Research29 citations
Semantic Scholar
HyperLogLog Sketch Acceleration on FPGA
Amit Kulkarni, Monica Chiosa, Thomas B. Preußer, Kaan Kara +2 more
2020International Conference on Field-Programmable Logic and Applications22 citations Open access
Semantic Scholar
The ZipML Framework for Training Models with End-to-End Low Precision: The Cans, the Cannots, and a Little Bit of Deep Learning
Hantian Zhang, Jerry Li, Kaan Kara, Dan Alistarh +2 more
2016International Conference on Machine Learning20 citations
Semantic Scholar
In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle
Lijie Xu, Shuang Qiu, Binhang Yuan, Jia-Wei Jiang +8 more
2022SIGMOD Conference16 citations
Semantic Scholar
doppioDB 1.0: Machine Learning inside a Relational Engine
G. Alonso, Z. István, Kaan Kara, Muhsen Owaida +1 more
2019IEEE Data Engineering Bulletin15 citations
Semantic Scholar
Exploiting HBM on FPGAs for Data Processing
Runbin Shi, Kaan Kara, C. Hagleitner, D. Diamantopoulos +2 more
2022ACM Transactions on Reconfigurable Technology and Systems14 citations
Semantic Scholar
Compressive Sensing Using Iterative Hard Thresholding With Low Precision Data Representation: Theory and Applications
Nezihe Merve Gurel, Kaan Kara, A. Stojanov, T. Smith +4 more
2020IEEE Transactions on Signal Processing14 citations Open access
Semantic Scholar
Layerwise Systematic Scan: Deep Boltzmann Machines and Beyond
Heng Guo, Kaan Kara, Ce Zhang
2017International Conference on Artificial Intelligence and Statistics11 citations
Semantic Scholar
ZipML: An End-to-end Bitwise Framework for Dense Generalized Linear Models
Hantian Zhang, Kaan Kara, Jerry Li, Dan Alistarh +2 more
2016arXiv.org10 citations
Semantic Scholar
doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases
Kaan Kara, Ze-Ke Wang, Ce Zhang, G. Alonso
2019Proceedings of the VLDB Endowment8 citations Open access
Semantic Scholar
Speeding up Percolator
John T. Halloran, Hantian Zhang, Kaan Kara, Cédric Renggli +5 more
2019Journal of Proteome Research8 citations Open access
Semantic Scholar
Stochastic gradient descent without full data shuffle: with applications to in-database machine learning and deep learning systems
Li-Jie Xu, Shuang Qiu, Binhang Yuan, Jia-Wei Jiang +8 more
2022The VLDB journal7 citations Open access
Semantic Scholar
FPGA-Accelerated Analytics: From Single Nodes to Clusters
Z. István, Kaan Kara, David Sidler
2020Found. Trends Databases7 citations
Semantic Scholar
Compressive Sensing with Low Precision Data Representation: Radio Astronomy and Beyond
Nezihe Merve Gürel, Kaan Kara, Dan Alistarh, Ce Zhang
2018arXiv.org4 citations
Semantic Scholar
Compressive Sensing with Low Precision Data Representation: Theory and Applications.
Nezihe Merve Gurel, Kaan Kara, A. Stojanov, T. Smith +3 more
20182 citations
Semantic Scholar
PipeArch
Kaan Kara, G. Alonso
2020ACM Transactions on Reconfigurable Technology and Systems1 citations
Semantic Scholar
Specialized Hardware Solutions for In-Database Analytics and Machine Learning
Kaan Kara
20200 citations
Semantic Scholar
SYSTEMATIC SCAN : DEEP BOLTZMANN MACHINES AND BEYOND
Heng Guo, Kaan Kara
20170 citations
Semantic Scholar