Kaan Kara

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 28

Top Topics

Machine Learning

Data Representation

Boltzmann Machines

Top Venues

Proc. VLDB Endow.

SIGMOD Conference

Publications

Lijie Xu, Shuang Qiu, Binhang Yuan, Jiawei Jiang, Cedric Renggli, Shaoduo Gan, Kaan Kara, Guoliang Li, Ji Liu, Wentao Wu, Jieping Ye, Ce Zhang
Stochastic gradient descent without full data shuffle: with applications to in-database machine learning and deep learning systems. VLDB J. 33 (5) (2024)
Runbin Shi, Kaan Kara, Christoph Hagleitner, Dionysios Diamantopoulos, Dimitris Syrivelis, Gustavo Alonso
Exploiting HBM on FPGAs for Data Processing. ACM Trans. Reconfigurable Technol. Syst. 15 (4) (2022)
Lijie Xu, Shuang Qiu, Binhang Yuan, Jiawei Jiang, Cédric Renggli, Shaoduo Gan, Kaan Kara, Guoliang Li, Ji Liu, Wentao Wu, Jieping Ye, Ce Zhang
In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle. SIGMOD Conference (2022)
Lijie Xu, Shuang Qiu, Binhang Yuan, Jiawei Jiang, Cédric Renggli, Shaoduo Gan, Kaan Kara, Guoliang Li, Ji Liu, Wentao Wu, Jieping Ye, Ce Zhang
Stochastic Gradient Descent without Full Data Shuffle. CoRR (2022)
Gustavo Alonso, Timothy Roscoe, David Cock, Mohsen Ewaida, Kaan Kara, Dario Korolija, David Sidler, Zeke Wang
Tackling Hardware/Software co-design from a database perspective. CIDR (2020)
Amit Kulkarni, Monica Chiosa, Thomas B. Preußer, Kaan Kara, David Sidler, Gustavo Alonso
HyperLogLog Sketch Acceleration on FPGA. FPL (2020)
Kaan Kara, Christoph Hagleitner, Dionysios Diamantopoulos, Dimitris Syrivelis, Gustavo Alonso
High Bandwidth Memory on FPGAs: A Data Analytics Perspective. FPL (2020)
Nezihe Merve Gürel, Kaan Kara, Alen Stojanov, Tyler M. Smith, Thomas Lemmin, Dan Alistarh, Markus Püschel, Ce Zhang
Compressive Sensing Using Iterative Hard Thresholding With Low Precision Data Representation: Theory and Applications. IEEE Trans. Signal Process. 68 (2020)
Kaan Kara, Gustavo Alonso
PipeArch: Generic and Context-Switch Capable Data Processing on FPGAs. ACM Trans. Reconfigurable Technol. Syst. 14 (1) (2020)
Amit Kulkarni, Monica Chiosa, Thomas B. Preußer, Kaan Kara, David Sidler, Gustavo Alonso
HyperLogLog Sketch Acceleration on FPGA. CoRR (2020)
Zsolt István, Kaan Kara, David Sidler
FPGA-Accelerated Analytics: From Single Nodes to Clusters. Found. Trends Databases 9 (2) (2020)
Kaan Kara, Christoph Hagleitner, Dionysios Diamantopoulos, Dimitris Syrivelis, Gustavo Alonso
High Bandwidth Memory on FPGAs: A Data Analytics Perspective. CoRR (2020)
Gustavo Alonso, Zsolt István, Kaan Kara, Muhsen Owaida, David Sidler
doppioDB 1.0: Machine Learning inside a Relational Engine. IEEE Data Eng. Bull. 42 (2) (2019)
Kaan Kara, Zeke Wang, Ce Zhang, Gustavo Alonso
doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases. Proc. VLDB Endow. 12 (12) (2019)
Zeke Wang, Kaan Kara, Hantian Zhang, Gustavo Alonso, Ce Zhang, Onur Mutlu
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning. Proc. VLDB Endow. 12 (7) (2019)
Zeke Wang, Kaan Kara, Hantian Zhang, Gustavo Alonso, Onur Mutlu, Ce Zhang
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning (Technical Report). CoRR (2019)
Kaan Kara, Ken Eguro, Ce Zhang, Gustavo Alonso
ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation. Proc. VLDB Endow. 12 (4) (2018)
Heng Guo, Kaan Kara, Ce Zhang
Layerwise Systematic Scan: Deep Boltzmann Machines and Beyond. AISTATS (2018)
Nezihe Merve Gürel, Kaan Kara, Dan Alistarh, Ce Zhang
Compressive Sensing with Low Precision Data Representation: Radio Astronomy and Beyond. CoRR (2018)
David Sidler, Muhsen Owaida, Zsolt István, Kaan Kara, Gustavo Alonso
doppioDB: A hardware accelerated database. FPL (2017)
Muhsen Owaida, David Sidler, Kaan Kara, Gustavo Alonso
Centaur: A Framework for Hybrid CPU-FPGA Databases. FCCM (2017)
David Sidler, Zsolt István, Muhsen Owaida, Kaan Kara, Gustavo Alonso
doppioDB: A Hardware Accelerated Database. SIGMOD Conference (2017)
Kaan Kara, Jana Giceva, Gustavo Alonso
FPGA-based Data Partitioning. SIGMOD Conference (2017)
Kaan Kara, Dan Alistarh, Gustavo Alonso, Onur Mutlu, Ce Zhang
FPGA-Accelerated Dense Linear Machine Learning: A Precision-Convergence Trade-Off. FCCM (2017)
Hantian Zhang, Jerry Li, Kaan Kara, Dan Alistarh, Ji Liu, Ce Zhang
ZipML: Training Linear Models with End-to-End Low Precision, and a Little Bit of Deep Learning. ICML (2017)
Heng Guo, Kaan Kara, Ce Zhang
Layerwise Systematic Scan: Deep Boltzmann Machines and Beyond. CoRR (2017)
Kaan Kara, Gustavo Alonso
Fast and robust hashing for database operators. FPL (2016)
Hantian Zhang, Kaan Kara, Jerry Li, Dan Alistarh, Ji Liu, Ce Zhang
ZipML: An End-to-end Bitwise Framework for Dense Generalized Linear Models. CoRR (2016)