Yuanyuan Tian  Yuanyuan Tian photo       

contact information

Research Staff Member, Technical Lead
Almaden Research Center, San Jose, CA, USA
  +1dash408dash927dash1704

links

Professional Associations

Professional Associations:  ACM  |  IEEE

more information

More information:  CV [pdf]


List of all publications at Google Scholar and at ResearchGate.

Selected Publications

Systems for Big Graph Analytics (Book)
[PDF]

D. Yan, Y. Tian, J. Cheng. SpringerBriefs in Computer Science, Springer, 2017.

Hybrid Transactional/Analytical Processing: A Survey
[PDF]
F. Özcan, Y. Tian, P. Tözün. The 37th ACM SIGMOD International Conference on Management of Data (SIGMOD), Tutorial, 2017.

Big Graph Analytics Platforms (Book)
[PDF]
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
[PDF]

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
[PDF] [Slides]

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
[PDF]

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.

Big Graph Analytics Platforms
[PDF] [Slides]

D. Yan, Y. Bu, Y. Tian, A. Deshpande, J. Cheng. The 36th ACM SIGMOD International Conference on Management of Data (SIGMOD), Tutorial, 2016.

Resource Elasticity for Large-Scale Machine Learning
[PDF]

B. Huang, M. Boehm, Y. Tian, B. Reinwald, S. Tatikonda, F. R. ReissThe 35th ACM SIGMOD International Conference on Management of Data (SIGMOD), 2015.

Joins for Hybrid Warehouses: Exploiting Massive Parallelism in Hadoop and Enterprise Data Warehouses
[PDF]
Y. Tian, T. Zou, F. Ozcan, R. Goncalves, H. PiraheshThe 18th International Conference on Extending Database Technology (EDBT), 2015. (Best of EDBT 2015)

A Generic Solution to Integrate SQL and Analytics for Big Data
[PDF]

N. R. Katsipoulakis, Y. Tian, F. Ozcan, B. Reinwald, H. PiraheshThe 18th International Conference on Extending Database Technology (EDBT), Vision Paper, 2015.

Dynamic Interaction Graphs with Probabilistic Edge Decay
[PDF]

W. Xie, Y. Tian, Y. Sismanis, A. Balmin, P. J. HaasThe 31st International Conference on Data Engineering (ICDE), 2015.

SystemML’s Optimizer: Plan Generation for Large-Scale Machine Learning Programs
[PDF]

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
[PDF]

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
[PDF]

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.

Scalable Topic-Specific Influence Analysis on Microblogs
[PDF] [Slides]

B. Bi, Y. Tian, Y. Sismanis, A. Balmin, J. Cho. The 7th ACM Conference on Web Search and Data Mining (WSDM), 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
[PDF]

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
[PDF]

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
[PDF] [Slides]

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.

Scalable and Numerically Stable Descriptive Statistics In SystemML
[PDF] [Slides]

Y. Tian, S. Tatikonda, B. Reinwald. The 28th International Conference on Data Engineering (ICDE), 2012.

CoHadoop: Flexible Data Placement and Its Exploitation in Hadoop
[PDF]

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
[PDF]

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)
[PDF]

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
[PDF]

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
[PDF]

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
[PDF]

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
[PDF]

Y. Tian. PhD Thesis, University of Michigan, 2008.

Periscope/GQ: A Graph Querying Toolkit
[PDF]

Y. Tian, J. M. Patel, V. Nair, S. Martini, M. Kretzler. The 34th International Conference on Very Large Data Bases (VLDB), Demo, 2008.

Efficient Aggregation for Graph Summarization
[PDF] [Slides]

Y. Tian, R. A. Hankins, J. M. Patel. The 28th ACM SIGMOD International Conference on Management of Data (SIGMOD), 2008.

TALE: A Tool for Approximate Large Graph Matching
[PDF] [Extended Version] [Slides]

Y. Tian, J. M. Patel. The 24th International Conference on Data Engineering (ICDE), 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.

Practical Methods for Constructing Suffix Trees
[PDF] [Slides]

Y. Tian, S. Tata, R. A. Hankins, J. M. Patel. Very Large Data Base Journal (VLDBJ), 14(3): 281-299, 2005.


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