Temporally-Biased Sampling for Online Model Management
[PDF] [Long Paper in arXiv]
B. Hentschel, P. J. Haas, Y. Tian. The 21st International Conference on Extending Database Technology (EDBT), 2018. (EDBT 2018 Best Paper Award)
Systems for Big Graph Analytics (Book)
D. Yan, Y. Tian, J. Cheng. SpringerBriefs in Computer Science, Springer, 2017.
Hybrid Transactional/Analytical Processing: A Survey
F. Özcan, Y. Tian, P. Tözün. The 37th ACM SIGMOD International Conference on Management of Data (SIGMOD), Tutorial, 2017.
Big Graph Analytics Platforms (Book)
D. Yan, Y. Bu, Y. Tian, A. Deshpande. Foundations and Trends in Databases, Vol. 7: No. 1-2, pp 1-195, 2017.
Evolving Databases for New-Gen Big Data Applications
C. Garcia-Arellano, R. Barber, M. Huras, R. Grosman, C. Mohan, R. Mueller, F. Özcan, H. Pirahesh, V. Raman, R. Sidle, A. Storm, Y. Tian, P. Tözün, D. Zilio, G. Lohman. The 2017 biennial Conference on Innovative Data Systems Research (CIDR), 2017.
Building a Hybrid Warehouse: Efficient Joins Between Data Stored in HDFS and Enterprise Warehouse
Y. Tian, F. Ozcan, T. Zou, R. Goncalves, H. Pirahesh. ACM Transactions on Database Systems (TODS), 2016. (Invited as Best of EDBT 2015)
Wildfire: Concurrent Blazing Data Ingest and Analytics
R. Barber, M. Huras, G. Lohman, C. Mohan, R. Mueller, F. Özcan, H. Pirahesh, V. Raman, R. Sidle,
O. Sidorkin, A. Storm, Y. Tian, P. Tözün. The 36th ACM SIGMOD International Conference on Management of Data (SIGMOD), Demo, 2016.
Resource Elasticity for Large-Scale Machine Learning
B. Huang, M. Boehm, Y. Tian, B. Reinwald, S. Tatikonda, F. R. Reiss. The 35th ACM SIGMOD International Conference on Management of Data (SIGMOD), 2015.
Joins for Hybrid Warehouses: Exploiting Massive Parallelism in Hadoop and Enterprise Data Warehouses
Y. Tian, T. Zou, F. Ozcan, R. Goncalves, H. Pirahesh. The 18th International Conference on Extending Database Technology (EDBT), 2015. (Best of EDBT 2015)
A Generic Solution to Integrate SQL and Analytics for Big Data
N. R. Katsipoulakis, Y. Tian, F. Ozcan, B. Reinwald, H. Pirahesh. The 18th International Conference on Extending Database Technology (EDBT), Vision Paper, 2015.
Dynamic Interaction Graphs with Probabilistic Edge Decay
W. Xie, Y. Tian, Y. Sismanis, A. Balmin, P. J. Haas. The 31st International Conference on Data Engineering (ICDE), 2015.
SystemML’s Optimizer: Plan Generation for Large-Scale Machine Learning Programs
M. Boehm, D. Burdick, A. Evfimievski, B. Reinwald, F. R. Reiss, P. Sen, S. Tatikonda, Y. Tian. Bulletin of the IEEE Computer Society Technical Committee on Data Engineering, 37(3), 2014.
Distributed Graph Summarization
X. Liu, Y. Tian, Q. He, W. Lee, J. McPherson. The 23rd ACM International Conference on Information and Knowledge Management (CIKM), 2014.
Hybrid Parallelization Strategies for Large Scale Machine Learning in SystemML
M. Boehm, S. Tatikonda, B. Reinwald, P. Sen, Y. Tian, D. R. Burdick, S. Vaithyanathan. The Proceedings of the VLDB Endowment (PVLDB), 7(7), 2014.
From "Think Like a Vertex" to "Think Like a Graph"
[PDF] [Slides] [Code Contributed to Giraph]
Y. Tian, A. Balmin, S. A. Corsten, S. Tatikonda, J. McPherson. The Proceedings of the VLDB Endowment (PVLDB), 7(3), 2013. (Best of VLDB 2014)
Compiling Machine Learning Algorithms with SystemML
M. Boehm, D. Burdick, A. Evfimievski, B. Reinwald, P. Sen, S. Tatikonda, Y. Tian. ACM Symposium on Cloud Computing (SoCC), Poster, 2013.
A Platform for eXtreme Analytics
A. Balmin, K. Beyer, V. Ercegovac, J. McPherson, F. Ozcan, H. Pirahesh, E. Shekita, Y. Sismanis, S. Tata, Y. Tian. IBM Journal of Research and Development, 57(3/4), 2013.
Event-based Social Networks: Linking the Online and Offline Social Worlds
X. Liu, Q. He, Y. Tian, W. Lee, J. McPherson, J. Han. The 18th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD), 2012.
CoHadoop: Flexible Data Placement and Its Exploitation in Hadoop
M. Eltabakh, Y. Tian, F. Ozcan, R. Gemulla, A. Krettek, J. McPherson. The Proceedings of the VLDB Endowment (PVLDB), 2011.
SystemML: Declarative Machine Learning on MapReduce
A. Ghoting, R. Krishnamurthy, E. Pednault, B. Reinwald, V. Sindhwani, S. Tatikonda, Y. Tian, S. Vaithyanathan (authors are ordered alphabetically by last names). The 27th International Conference on Data Engineering (ICDE), 2011.
Interactive Graph Summarization (Book Chapter)
Y. Tian, J. M. Patel. Chapter 15, Link Mining: Models, Algorithms and Applications, Springer, 2010.
A Comparison of Join Algorithms for Log Processing in MapReduce
S. Blanas, J. M. Patel, V. Ercegovac, J. Rao, E. J. Shekita, Y. Tian. The 30th ACM SIGMOD International Conference on Management of Data (SIGMOD), 2010.
Discovery-Driven Graph Summarization
N. Zhang, Y. Tian, J. M. Patel. The 26th International Conference on Data Engineering (ICDE), 2010.
Michigan Molecular Interactions R2: From Interacting Proteins to Pathways
G. Tarcea, T. Weymouth, A. Ade, A. Bookvich, J. Gao, V. Mahavisno, Z. Wright, A. Chapman, M. Jayapandian, A. Ozgur, Y. Tian, J. Cavalcoli, B. Mirel, J. Patel, D. Radev, B. Athey, D. States and H. V. Jagadish. Nucleic Acids Research 37 (Database issue):D642-6, 2009.
Querying Graph Databases
Y. Tian. PhD Thesis, University of Michigan, 2008.
Periscope/GQ: A Graph Querying Toolkit
Y. Tian, J. M. Patel, V. Nair, S. Martini, M. Kretzler. The 34th International Conference on Very Large Data Bases (VLDB), Demo, 2008.
SAGA: A Subgraph Matching Tool for Biological Graphs
[NCIBI SAGA Web Site] [PDF] [Supplemental Material]
Y. Tian, R. C. McEachin, C. Santos, D. J. States, J. M. Patel. Bioinformatics Journal, 23(2):232-239, 2007.
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