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2020 – today
- 2024
[j9]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: with applications to in-database machine learning and deep learning systems. VLDB J. 33(5): 1231-1255 (2024)- 2022
- [j8]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): 36:1-36:27 (2022) - [c12]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: 1286-1300 - [i7]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 abs/2206.05830 (2022) - 2020
- [b1]Kaan Kara:
Specialized Hardware Solutions for In-Database Analytics and Machine Learning. ETH Zurich, Zürich, Switzerland, 2020 - [j7]Zsolt István, Kaan Kara, David Sidler:
FPGA-Accelerated Analytics: From Single Nodes to Clusters. Found. Trends Databases 9(2): 101-208 (2020) - [j6]Kaan Kara, Gustavo Alonso:
PipeArch: Generic and Context-Switch Capable Data Processing on FPGAs. ACM Trans. Reconfigurable Technol. Syst. 14(1): 3:1-3:28 (2020) - [j5]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: 4268-4282 (2020) - [c11]Gustavo Alonso, Timothy Roscoe, David A. Cock, Mohsen Ewaida, Kaan Kara, Dario Korolija, David Sidler, Zeke Wang:
Tackling Hardware/Software co-design from a database perspective. CIDR 2020 - [c10]Kaan Kara, Christoph Hagleitner, Dionysios Diamantopoulos, Dimitris Syrivelis, Gustavo Alonso:
High Bandwidth Memory on FPGAs: A Data Analytics Perspective. FPL 2020: 1-8 - [c9]Amit Kulkarni, Monica Chiosa, Thomas B. Preußer, Kaan Kara, David Sidler, Gustavo Alonso:
HyperLogLog Sketch Acceleration on FPGA. FPL 2020: 47-56 - [i6]Kaan Kara, Christoph Hagleitner, Dionysios Diamantopoulos, Dimitris Syrivelis, Gustavo Alonso:
High Bandwidth Memory on FPGAs: A Data Analytics Perspective. CoRR abs/2004.01635 (2020) - [i5]Amit Kulkarni, Monica Chiosa, Thomas B. Preußer, Kaan Kara, David Sidler, Gustavo Alonso:
HyperLogLog Sketch Acceleration on FPGA. CoRR abs/2005.13332 (2020)
2010 – 2019
- 2019
- [j4]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): 19-31 (2019) - [j3]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): 807-821 (2019) - [j2]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): 1818-1821 (2019) - [i4]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 abs/1903.03404 (2019) - 2018
- [j1]Kaan Kara, Ken Eguro, Ce Zhang, Gustavo Alonso:
ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation. Proc. VLDB Endow. 12(4): 348-361 (2018) - [c8]Heng Guo, Kaan Kara, Ce Zhang:
Layerwise Systematic Scan: Deep Boltzmann Machines and Beyond. AISTATS 2018: 178-187 - [i3]Nezihe Merve Gürel, Kaan Kara, Dan Alistarh, Ce Zhang:
Compressive Sensing with Low Precision Data Representation: Radio Astronomy and Beyond. CoRR abs/1802.04907 (2018) - 2017
- [c7]Kaan Kara, Dan Alistarh, Gustavo Alonso, Onur Mutlu, Ce Zhang:
FPGA-Accelerated Dense Linear Machine Learning: A Precision-Convergence Trade-Off. FCCM 2017: 160-167 - [c6]Muhsen Owaida, David Sidler, Kaan Kara, Gustavo Alonso:
Centaur: A Framework for Hybrid CPU-FPGA Databases. FCCM 2017: 211-218 - [c5]David Sidler, Muhsen Owaida, Zsolt István, Kaan Kara, Gustavo Alonso:
doppioDB: A hardware accelerated database. FPL 2017: 1 - [c4]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: 4035-4043 - [c3]Kaan Kara, Jana Giceva, Gustavo Alonso:
FPGA-based Data Partitioning. SIGMOD Conference 2017: 433-445 - [c2]David Sidler, Zsolt István, Muhsen Owaida, Kaan Kara, Gustavo Alonso:
doppioDB: A Hardware Accelerated Database. SIGMOD Conference 2017: 1659-1662 - [i2]Heng Guo, Kaan Kara, Ce Zhang:
Layerwise Systematic Scan: Deep Boltzmann Machines and Beyond. CoRR abs/1705.05154 (2017) - 2016
- [c1]Kaan Kara, Gustavo Alonso:
Fast and robust hashing for database operators. FPL 2016: 1-4 - [i1]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 abs/1611.05402 (2016)
Coauthor Index
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last updated on 2024-10-07 22:13 CEST by the dblp team
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