Dimitrije Jankov

Publication Activity (10 Years)

Years Active: 2017-2023
Publications (10 Years): 15

Top Topics

Machine Learning

Relational Algebra

Top Venues

Proc. VLDB Endow.

IACR Cryptol. ePrint Arch.

Publications

Yuxin Tang, Zhimin Ding, Dimitrije Jankov, Binhang Yuan, Daniel Bourgeois, Chris Jermaine
Auto-Differentiation of Relational Computations for Very Large Scale Machine Learning. ICML (2023)
Yuxin Tang, Zhimin Ding, Dimitrije Jankov, Binhang Yuan, Daniel Bourgeois, Chris Jermaine
Auto-Differentiation of Relational Computations for Very Large Scale Machine Learning. CoRR (2023)
Wenjie Xiong, Liu Ke, Dimitrije Jankov, Michael Kounavis, Xiaochen Wang, Eric Northup, Jie Amy Yang, Bilge Acun, Carole-Jean Wu, Ping Tak Peter Tang, G. Edward Suh, Xuan Zhang, Hsien-Hsin S. Lee
SecNDP: Secure Near-Data Processing with Untrusted Memory. HPCA (2022)
Wenjie Xiong, Liu Ke, Dimitrije Jankov, Michael Kounavis, Xiaochen Wang, Eric Northup, Jie Amy Yang, Bilge Acun, Carole-Jean Wu, Ping Tak Peter Tang, G. Edward Suh, Xuan Zhang, Hsien-Hsin S. Lee
SecNDP: Secure Near-Data Processing with Untrusted Memory. IACR Cryptol. ePrint Arch. 2021 (2021)
Dimitrije Jankov, Binhang Yuan, Shangyu Luo, Chris Jermaine
Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees. Proc. VLDB Endow. 14 (7) (2021)
Jia Zou, Amitabh Das, Pratik Barhate, Arun Iyengar, Binhang Yuan, Dimitrije Jankov, Chris Jermaine
Lachesis: Automated Partitioning for UDF-Centric Analytics. Proc. VLDB Endow. 14 (8) (2021)
Binhang Yuan, Dimitrije Jankov, Jia Zou, Yuxin Tang, Daniel Bourgeois, Chris Jermaine
Tensor Relational Algebra for Distributed Machine Learning System Design. Proc. VLDB Endow. 14 (8) (2021)
Shangyu Luo, Dimitrije Jankov, Binhang Yuan, Chris Jermaine
Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra. SIGMOD Conference (2021)
Shangyu Luo, Zekai J. Gao, Michael N. Gubanov, Luis Leopoldo Perez, Dimitrije Jankov, Christopher M. Jermaine
Scalable linear algebra on a relational database system. Commun. ACM 63 (8) (2020)
Dimitrije Jankov, Shangyu Luo, Binhang Yuan, Zhuhua Cai, Jia Zou, Chris Jermaine, Zekai J. Gao
Declarative Recursive Computation on an RDBMS: or, Why You Should Use a Database For Distributed Machine Learning. SIGMOD Rec. 49 (1) (2020)
Jia Zou, Pratik Barhate, Amitabh Das, Arun Iyengar, Binhang Yuan, Dimitrije Jankov, Chris Jermaine
Lachesis: Automated Generation of Persistent Partitionings for Big Data Applications. CoRR (2020)
Binhang Yuan, Dimitrije Jankov, Jia Zou, Yuxin Tang, Daniel Bourgeois, Chris Jermaine
Tensor Relational Algebra for Machine Learning System Design. CoRR (2020)
Dimitrije Jankov, Shangyu Luo, Binhang Yuan, Zhuhua Cai, Jia Zou, Chris Jermaine, Zekai J. Gao
Declarative Recursive Computation on an RDBMS. Proc. VLDB Endow. 12 (7) (2019)
Dimitrije Jankov, Shangyu Luo, Binhang Yuan, Zhuhua Cai, Jia Zou, Chris Jermaine, Zekai J. Gao
Declarative Recursive Computation on an RDBMS, or, Why You Should Use a Database For Distributed Machine Learning. CoRR (2019)
Dimitrije Jankov, Sourav Sikdar, Rohan Mukherjee, Kia Teymourian, Chris Jermaine
Real-time High Performance Anomaly Detection over Data Streams: Grand Challenge. DEBS (2017)