Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
Evaluation of the context-free path querying algorithm based on matrix multiplication. / Mishin, Nikita; Sokolov, Iaroslav; Spirin, Egor; Kutuev, Vladimir; Nemchinov, Egor; Gorbatyuk, Sergey; Grigorev, Semyon.
Proceedings of the ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems. ed. / Akhil Arora; Arnab Bhattacharya; George Fletcher. Association for Computing Machinery, 2019.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
}
TY - GEN
T1 - Evaluation of the context-free path querying algorithm based on matrix multiplication
AU - Mishin, Nikita
AU - Sokolov, Iaroslav
AU - Spirin, Egor
AU - Kutuev, Vladimir
AU - Nemchinov, Egor
AU - Gorbatyuk, Sergey
AU - Grigorev, Semyon
PY - 2019/6/30
Y1 - 2019/6/30
N2 - Recently proposed matrix multiplication based algorithm for context-free path querying (CFPQ) offloads the most performance-critical parts onto boolean matrices multiplication. Thus, it is possible to achieve high performance of CFPQ by means of modern parallel hardware and software. In this paper, we provide results of empirical performance comparison of different implementations of this algorithm on both real-world data and synthetic data for the worst cases.
AB - Recently proposed matrix multiplication based algorithm for context-free path querying (CFPQ) offloads the most performance-critical parts onto boolean matrices multiplication. Thus, it is possible to achieve high performance of CFPQ by means of modern parallel hardware and software. In this paper, we provide results of empirical performance comparison of different implementations of this algorithm on both real-world data and synthetic data for the worst cases.
KW - Boolean matrix
KW - Context-free grammar
KW - Context-free path querying
KW - CUDA
KW - GPGPU
KW - Graph databases
KW - Matrix multiplication
KW - Transitive closure
UR - http://www.scopus.com/inward/record.url?scp=85074447325&partnerID=8YFLogxK
UR - http://www.mendeley.com/research/evaluation-contextfree-path-querying-algorithm-based-matrix-multiplication
U2 - 10.1145/3327964.3328503
DO - 10.1145/3327964.3328503
M3 - Conference contribution
AN - SCOPUS:85074447325
SN - 9781450367899
BT - Proceedings of the ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems
A2 - Arora, Akhil
A2 - Bhattacharya, Arnab
A2 - Fletcher, George
PB - Association for Computing Machinery
T2 - 2nd ACM SIGMOD Joint International Workshop on Graph Data Management Experiences and Systems and Network Data Analytics, GRADES-NDA 2019, co-located with the ACM SIGMOD International Conference on Management of Data 2019
Y2 - 30 June 2019
ER -
ID: 49739696