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Journal Articles

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2024
[j16]
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Yesdaulet Izenov, Asoke Datta, Brian Tsan, Florin Rusu:
Sub-optimal Join Order Identification with L1-error. Proc. ACM Manag. Data 2(1): 17:1-17:24 (2024)
[j15]
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Brian Tsan, Asoke Datta, Yesdaulet Izenov, Florin Rusu:
Approximate Sketches. Proc. ACM Manag. Data 2(1): 66:1-66:24 (2024)
2023
[j14]
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Florin Rusu:
Multidimensional Array Data Management. Found. Trends Databases 12(2-3): 69-220 (2023)
2019
[j13]
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Kesheng Wu, Florin Rusu:
Special issue on scientific and statistical data management. Distributed Parallel Databases 37(1): 1-3 (2019)
2018
[j12]
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Weijie Zhao, Florin Rusu, Kesheng Wu, Peter Nugent:
Automatic identification and classification of Palomar Transient Factory astrophysical objects in GLADE. Int. J. Comput. Sci. Eng. 16(4): 337-349 (2018)
2017
[j11]
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Dan Olteanu, Florin Rusu:
Special issue on in-database analytics. Distributed Parallel Databases 35(3-4): 333-334 (2017)
[j10]
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Chengjie Qin, Martin Torres, Florin Rusu:
Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models. Proc. VLDB Endow. 10(10): 986-997 (2017)
2015
[j9]
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Florin Rusu, Chengjie Qin, Martin Torres:
Scalable Analytics Model Calibration with Online Aggregation. IEEE Data Eng. Bull. 38(3): 30-43 (2015)
[j8]
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Yu Cheng, Florin Rusu:
Formal representation of the SS-DB benchmark and experimental evaluation in EXTASCID. Distributed Parallel Databases 33(3): 277-317 (2015)
[j7]
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Florin Rusu, Zixuan Zhuang, Mingxi Wu, Chris Jermaine:
Workload-Driven Antijoin Cardinality Estimation. ACM Trans. Database Syst. 40(3): 16:1-16:41 (2015)
[j6]
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Yu Cheng, Florin Rusu:
SCANRAW: A Database Meta-Operator for Parallel In-Situ Processing and Loading. ACM Trans. Database Syst. 40(3): 19:1-19:45 (2015)
2014
[j5]
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Chengjie Qin, Florin Rusu:
PF-OLA: a high-performance framework for parallel online aggregation. Distributed Parallel Databases 32(3): 337-375 (2014)
2012
[j4]
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Florin Rusu, Alin Dobra:
GLADE: a scalable framework for efficient analytics. ACM SIGOPS Oper. Syst. Rev. 46(1): 12-18 (2012)
2009
[j3]
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Alin Dobra, Chris Jermaine, Florin Rusu, Fei Xu:
Turbo-Charging Estimate Convergence in DBO. Proc. VLDB Endow. 2(1): 419-430 (2009)
2008
[j2]
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Florin Rusu, Alin Dobra:
Sketches for size of join estimation. ACM Trans. Database Syst. 33(3): 15:1-15:46 (2008)
2007
[j1]
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Florin Rusu, Alin Dobra:
Pseudo-random number generation for sketch-based estimations. ACM Trans. Database Syst. 32(2): 11 (2007)

Conference and Workshop Papers

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2024
[c29]
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  - conf/simod/DattaTIR24
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Asoke Datta, Brian Tsan, Yesdaulet Izenov, Florin Rusu:
Simpli-Squared: Optimizing Without Cardinality Estimates. SiMoD@SIGMOD 2024: 1
2022
[c28]
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  - conf/ipps/MaRWS22
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Yujing Ma, Florin Rusu, Kesheng Wu, Alexander Sim:
Adaptive Optimization for Sparse Data on Heterogeneous GPUs. IPDPS Workshops 2022: 1088-1097
2021
[c27]
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Yujing Ma, Florin Rusu, Kesheng Wu, Alexander Sim:
Adaptive Stochastic Gradient Descent for Deep Learning on Heterogeneous CPU+GPU Architectures. IPDPS Workshops 2021: 6-15
[c26]
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  - conf/sigmod/IzenovDRS21
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Yesdaulet Izenov, Asoke Datta, Florin Rusu, Jun Hyung Shin:
COMPASS: Online Sketch-based Query Optimization for In-Memory Databases. SIGMOD Conference 2021: 804-816
[c25]
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Rafael S. Pereira, Yania Molina Souto, Anderson Chaves da Silva, Rocío Zorilla, Brian Tsan, Florin Rusu, Eduardo S. Ogasawara, Artur Ziviani, Fábio Porto:
DJEnsemble: a Cost-Based Selection and Allocation of a Disjoint Ensemble of Spatio-temporal Models. SSDBM 2021: 226-231
2019
[c24]
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  - conf/cidr/Shin19
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Jun Hyung Shin, Florin Rusu, Alex Suhan:
Selectivity Computation for In-Memory Query Optimization. CIDR 2019
[c23]
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Yujing Ma, Florin Rusu, Martin Torres:
Stochastic Gradient Descent on Modern Hardware: Multi-core CPU or GPU? Synchronous or Asynchronous? IPDPS 2019: 1063-1072
[c22]
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  - conf/recsys/SainiRJ19
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Amar Saini, Florin Rusu, Andrew Johnston:
PrivateJobMatch: a privacy-oriented deferred multi-match recommender system for stable employment. RecSys 2019: 87-95
2018
[c21]
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  - conf/ssdbm/ZhaoRDWHN18
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Weijie Zhao, Florin Rusu, Bin Dong, Kesheng Wu, Anna Y. Q. Ho, Peter Nugent:
Distributed caching for processing raw arrays. SSDBM 2018: 22:1-22:12
2017
[c20]
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Florin Rusu:
Scalable In-Situ Exploration over Raw Data. CIDR 2017
[c19]
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  - conf/hpdc/DongWBLZR17
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Bin Dong, Kesheng Wu, Surendra Byna, Jialin Liu, Weijie Zhao, Florin Rusu:
ArrayUDF: User-Defined Scientific Data Analysis on Arrays. HPDC 2017: 53-64
[c18]
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Weijie Zhao, Florin Rusu, Bin Dong, Kesheng Wu, Peter Nugent:
Incremental View Maintenance over Array Data. SIGMOD Conference 2017: 139-154
[c17]
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Chengjie Qin, Florin Rusu:
Dot-Product Join: Scalable In-Database Linear Algebra for Big Model Analytics. SSDBM 2017: 8:1-8:12
[c16]
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Yu Cheng, Weijie Zhao, Florin Rusu:
Bi-Level Online Aggregation on Raw Data. SSDBM 2017: 10:1-10:12
2016
[c15]
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  - conf/icppw/WangTLZR16
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Borui Wang, Martin Torres, Dong Li, Jishen Zhao, Florin Rusu:
Performance Implications of Processing-in-Memory Designs on Data-Intensive Applications. ICPP Workshops 2016: 115-122
[c14]
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Weijie Zhao, Florin Rusu, Bin Dong, Kesheng Wu:
Similarity Join over Array Data. SIGMOD Conference 2016: 2007-2022
2015
[c13]
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Chengjie Qin, Florin Rusu:
Speculative Approximations for Terascale Distributed Gradient Descent Optimization. DanaC@SIGMOD 2015: 1:1-1:10
[c12]
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Weijie Zhao, Yu Cheng, Florin Rusu:
Vertical partitioning for query processing over raw data. SSDBM 2015: 15:1-15:12
2014
[c11]
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  - conf/dnis/RusuNW14
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Florin Rusu, Peter Nugent, Kesheng Wu:
Implementing the Palomar Transient Factory Real-Time Detection Pipeline in GLADE: Results and Observations. DNIS 2014: 53-66
[c10]
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Yu Cheng, Florin Rusu:
Parallel in-situ data processing with speculative loading. SIGMOD Conference 2014: 1287-1298
2013
[c9]
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  - conf/bncod/QinR13
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Chengjie Qin, Florin Rusu:
Sampling Estimators for Parallel Online Aggregation. BNCOD 2013: 204-217
[c8]
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Chengjie Qin, Florin Rusu:
Scalable I/O-bound parallel incremental gradient descent for big data analytics in GLADE. DanaC@SIGMOD 2013: 16-20
[c7]
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Chengjie Qin, Florin Rusu:
Parallel online aggregation in action. SSDBM 2013: 46:1-46:4
[c6]
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Yu Cheng, Florin Rusu:
Astronomical data processing in EXTASCID. SSDBM 2013: 47:1-47:4
2012
[c5]
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Yu Cheng, Chengjie Qin, Florin Rusu:
GLADE: big data analytics made easy. SIGMOD Conference 2012: 697-700
2009
[c4]
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  - conf/icde/RusuD09
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Florin Rusu, Alin Dobra:
Sketching Sampled Data Streams. ICDE 2009: 381-392
2008
[c3]
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Florin Rusu, Fei Xu, Luis Leopoldo Perez, Mingxi Wu, Ravi Jampani, Chris Jermaine, Alin Dobra:
The DBO database system. SIGMOD Conference 2008: 1223-1226
2007
[c2]
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Florin Rusu, Alin Dobra:
Statistical analysis of sketch estimators. SIGMOD Conference 2007: 187-198
2006
[c1]
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Florin Rusu, Alin Dobra:
Fast range-summable random variables for efficient aggregate estimation. SIGMOD Conference 2006: 193-204

Informal and Other Publications

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2024
[i19]
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  - journals/corr/abs-2403-04026
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Yesdaulet Izenov, Asoke Datta, Brian Tsan, Abylay Amanbayev, Florin Rusu:
Spanning Tree-based Query Plan Enumeration. CoRR abs/2403.04026 (2024)
2023
[i18]
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  - journals/corr/abs-2311-17293
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Asoke Datta, Brian Tsan, Yesdaulet Izenov, Florin Rusu:
Analyzing Query Optimizer Performance in the Presence and Absence of Cardinality Estimates. CoRR abs/2311.17293 (2023)
2021
[i17]
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  - journals/corr/abs-2102-02440
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Yesdaulet Izenov, Asoke Datta, Florin Rusu, Jun Hyung Shin:
Online Sketch-based Query Optimization. CoRR abs/2102.02440 (2021)
[i16]
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  - journals/corr/abs-2110-07029
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Yujing Ma, Florin Rusu, Kesheng Wu, Alexander Sim:
Adaptive Elastic Training for Sparse Deep Learning on Heterogeneous Multi-GPU Servers. CoRR abs/2110.07029 (2021)
[i15]
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  - journals/corr/abs-2111-00163
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Asoke Datta, Yesdaulet Izenov, Brian Tsan, Florin Rusu:
Simpli-Squared: A Very Simple Yet Unexpectedly Powerful Join Ordering Algorithm Without Cardinality Estimates. CoRR abs/2111.00163 (2021)
2020
[i14]
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  - journals/corr/abs-2004-08771
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Yujing Ma, Florin Rusu:
Heterogeneous CPU+GPU Stochastic Gradient Descent Algorithms. CoRR abs/2004.08771 (2020)
[i13]
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  - journals/corr/abs-2005-11093
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Yania Molina Souto, Rafael S. Pereira, Rocío Zorrilla, Anderson Chaves da Silva, Brian Tsan, Florin Rusu, Eduardo S. Ogasawara, Artur Ziviani, Fábio Porto:
DJEnsemble: On the Selection of a Disjoint Ensemble of Deep Learning Black-Box Spatio-temporal Models. CoRR abs/2005.11093 (2020)
2019
[i12]
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  - journals/corr/abs-1901-01488
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Jun Hyung Shin, Florin Rusu, Alex Suhan:
Exact Selectivity Computation for Modern In-Memory Database Query Optimization. CoRR abs/1901.01488 (2019)
[i11]
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  - journals/corr/abs-1907-07405
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Florin Rusu, Zhiyi Huang:
In-Depth Benchmarking of Graph Database Systems with the Linked Data Benchmark Council (LDBC) Social Network Benchmark (SNB). CoRR abs/1907.07405 (2019)
2018
[i10]
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  - journals/corr/abs-1802-08800
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Yujing Ma, Florin Rusu, Martin Torres:
Stochastic Gradient Descent on Highly-Parallel Architectures. CoRR abs/1802.08800 (2018)
[i9]
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  - journals/corr/abs-1803-06089
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Weijie Zhao, Florin Rusu, Bin Dong, Kesheng Wu, Anna Y. Q. Ho, Peter Nugent:
Distributed Caching for Complex Querying of Raw Arrays. CoRR abs/1803.06089 (2018)
[i8]
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  - journals/corr/abs-1812-08032
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  - https://dblp.org/rec/journals/corr/abs-1812-08032
Cagatay Turkay, Nicola Pezzotti, Carsten Binnig, Hendrik Strobelt, Barbara Hammer, Daniel A. Keim, Jean-Daniel Fekete, Themis Palpanas, Yunhai Wang, Florin Rusu:
Progressive Data Science: Potential and Challenges. CoRR abs/1812.08032 (2018)
2017
[i7]
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  - journals/corr/ChengZR17
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  - https://dblp.org/rec/journals/corr/ChengZR17
Yu Cheng, Weijie Zhao, Florin Rusu:
OLA-RAW: Scalable Exploration over Raw Data. CoRR abs/1702.00358 (2017)
2016
[i6]
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  - journals/corr/QinR16
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  - https://dblp.org/rec/journals/corr/QinR16
Chengjie Qin, Florin Rusu:
Dot-Product Join: An Array-Relation Join Operator for Big Model Analytics. CoRR abs/1602.08845 (2016)
2015
[i5]
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  - journals/corr/QinR15
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  - https://dblp.org/rec/journals/corr/QinR15
Chengjie Qin, Florin Rusu:
Speculative Approximations for Terascale Analytics. CoRR abs/1501.00255 (2015)
[i4]
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  - journals/corr/ZhaoCR15
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Weijie Zhao, Yu Cheng, Florin Rusu:
Workload-Driven Vertical Partitioning for Effective Query Processing over Raw Data. CoRR abs/1503.08946 (2015)
2013
[i3]
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  - journals/corr/abs-1302-0103
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Florin Rusu, Yu Cheng:
A Survey on Array Storage, Query Languages, and Systems. CoRR abs/1302.0103 (2013)
[i2]
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  - journals/corr/abs-1305-1609
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  - https://dblp.org/rec/journals/corr/abs-1305-1609
Yu Cheng, Florin Rusu:
Formal Representation of the SS-DB Benchmark and Experimental Evaluation in EXTASCID. CoRR abs/1305.1609 (2013)
2012
[i1]
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  - journals/corr/abs-1206-0051
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  - https://dblp.org/rec/journals/corr/abs-1206-0051
Chengjie Qin, Florin Rusu:
PF-OLA: A High-Performance Framework for Parallel On-Line Aggregation. CoRR abs/1206.0051 (2012)

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