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Featured Papers
Refereed Conference and Workshop Proceedings
C. Widanage, J. Li, S. Tyagi, R. Teja, B. Peng, S. Kamburugamuve, D. Baum, D. Smith, J. Qiu, and J. Koskey
Selahattin Akkas, Sahaj Singh Maini, and Judy Qiu
Langshi Chen, Jiayu Li, Cenk Sahinalp, Madhav Marathe, Anil Vullikanti, Andrey Nikolaev, Egor Smirnov, Ruslan Israfilov, and Judy Qiu
Jiayu Li, Fugang Wang, Takuya Araki, and Judy Qiu
B. Peng, L. Chen, J. Li, M. Jiang, S. Akkas, E. Smirnov, R. Israfilov, S. Khekhnev, A. Nikolaev, and J. Qiu
Lei Jiang, Langshi Chen, Judy Qiu
Bo Peng, Bingjing Zhang, Langshi Chen, Mihai Avram, Robert Henschel, Craig Stewart, Shaojuan Zhu, Emily Mccallum, Lisa Smith, Tom Zahniser, Jon Omer, and Judy Qiu, HarpLDA+: Optimizing Latent Dirichlet Allocation for Parallel Efficiency, Proceedings of the IEEE Big Data Conference 2017 held on December 11-14, 2017.
Judy Qiu, Supun Kamburugamuve, Hyungro Lee, Jerome Mitchell, Rebecca Caldwell, Gina Bullock and Linda Hayden. "Teaching, Learning and Collaborating through Cloud Computing Online Classes", in the proceedings of the Workshop on Education for High-Performance Computing (EduHPC-17), Denver, Colorado. November 13, 2017.
Langshi Chen, Bo Peng, Bingjing Zhang, Tony Liu, Lei Jiang, Robert Henschel, Craig Stewart, Zhang Zhang,
Emily Mccallum, Tom Zahniswer, Jon Omer, Judy Qiu, Benchmarking Harp-DAAL: High Performance Hadoop on
KNL Clusters, Proceedings of IEEE International Conference on Cloud Computing (IEEE Cloud 2017), held in Honolulu, Hawaii, June 25-30, 2017.
Bingjing Zhang, Bo Peng and Judy Qiu, Model-Centric Computation Abstractions in Machine Learning Applications, submitted to the 3rd Workshop on Algorithms and Systems for MapReduce and Beyond
(BeyondMR2016), held in conjunction with SIGMOD Conference, July 1, 2016.
Bingjing Zhang, Bo Peng, Judy Qiu, High Performance LDA through Collective Model Communication
Optimization, Proceedings of International Conference on Computational Science (ICCS2016) Conference,
June 6-8, 2016, San Diego, California. Xiaoming Gao, Emilio Ferrara, Judy Qiu, Parallel Clustering of High-Dimensional Social Media Data Streams, Presented at CCGrid2015 the 15th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing Conference (CCGrid 2015: acceptance rate 25.7%), Shenzhen, China, May 4-7, 2015.
Bingjing Zhang, Yang Ruan, Judy Qiu. Journal Papers Zhao Zhao, Meng Li, Mihai Avram, Guanying Wang, Ali Butt, Maleq Khan, Madhav Marathe, Judy Qiu, Anil Vullikanti Finding and counting tree-like subgraphs using MapReduce, Journal of IEEE Transactions on Multi-Scale Computing Systems, Volume: 4 Issue: 3, July-September 1, 2018. Clayton A. Davis, Giovanni Luca Ciampaglia1, Luca Maria Aiello, Keychul Chung, Michael Conover, Emilio Ferrara, Alessandro Flammini, Geoffrey Fox, Xiaoming Gao, Bruno Gonçalves, Przemyslaw Grabowicz, Alex Hong, Pik-Mai Hui, Scott McCaulay, Karissa McKelvey, Mark Meiss, Snehal Patil, Chathuri Peli Kankanamalage, Valentin Pentchev, Judy Qiu, Jacob Ratkiewicz, Alex Rudnick, Benjamin Serrette, Prashant Shiralkar, Onur Varol, Lilian Weng, Tak-Lon Wu, Andrew Younge, and Filippo Menczer. OSoME: The IUNI Observatory on Social Media, PeerJ Computer Science 2:e87, October 3, 2016. Zhao Zhao, Meng Li, Mihai Avram, Guanying Wang, Ali Butt, Maleq Khan, Madhav Marathe, Judy Qiu, Anil Vullikanti Gunarathne, T., Zhang, B., Wu, T.L. and Qiu, J. Scalable parallel computing on clouds using Twister4Azure iterative MapReduce, Future Generation Computer Systems, 29(4), pp.1035-1048. Hughes, A., Ruan, Y., Ekanayake, S., Bae, S.H., Dong, Q., Rho, M., Qiu, J. and Fox, G. Interpolative multidimensional scaling techniques for the identification of clusters in very large sequence sets, In BMC bioinformatics (Vol. 13, No. 2, p. S9). BioMed Central. Book Contributions Langshi Chen, Bo Peng, Sabra Ossen, Anil Vullikanti, Madhav Marathe, Lei Jiang and Judy Qiu High-Performance Massive Subgraph Counting using Pipelined Adaptive-Group Communication. Book Series of “HPC and Big Data: Convergence and Ecosystem”,pp173-197, IOS Press, 2018. Doi: 10.3233/978-1-61499-882-2-173. Zhang, B. Peng, J. Qiu. Parallelizing Big Data Machine Learning Parallelizing Big Data Machine Learning, book series on Advances in Parallel Computing published by IOS Press, 2016. Tak-Lon (Stephen) Wu, Bingjing Zhang, ClaytonDavis, Emilio Ferrara, Sandro Flammini, Filippo Menczer, Judy Qiu “Scalable Query and Analysis for Social Networks: An Integrated High-Level Dataflow System with Pig and Harp”, Book chapter to be published in Big Data in Complex and Social Networks handbook, CRC Press, Taylor & Francis Group, 2016. Fox G. , Qiu J. , Jha S. , Ekanayake S. , Kamburugamuve S. “Big Data, Simulations and HPC Convergence”, Lecture Notes in Computer Science Book Series (LNCS, Volum3 10044), Springer publisher. 2015. Li A. and Qiu J. Textbook on Cloud Computing for Data Intensive Applications, published by Springer Publisher, December 8, 2014. ISBN 978-1-4939-1904-8. Gao X. , Roth E. , McKelvey K. , Davis C. , Younge A. , Ferrara E. , Menczer F., Qiu J. “Supporting a Social Media Observatory with Customizable Index Structures - Architecture and Performance”, Book chapter in Cloud Computing for Data Intensive Applications, published by Springer Publisher, 2014. Qiu J. , Zhang B. “Mammoth Data in the Cloud: Clustering Social Images”, Book chapter on "Clouds, Grids and Big Data" to be published in the series "Advances in Parallel Computing" by IOS Press publishers, 2013. Other Publications Judy Qiu, Harp-DAAL for High Performance Big Data Computing, Intel Parallel Universe Magazine, March 17, 2018. Tutorial on Harp-DAAL: A High Performance Machine Learning Framework for HPC-Cloud at Intel® HPC Developer Conference (HPCDC), held in Sheraton Denver Downtown Hotel, Denver, Colorado, November 11-12, 2017.
Bingjing Zhang, Bo Peng, Judy Qiu, Parallelizing Big Data Machine Learning Applications with Model
Rotation, book chapter in New Frontiers in High Performance Computing, ISO Press,2017.
Kai ZheN, Mridul Birla, David Crandall, Bingjing Zhang, Judy Qiu, 3/15/2017
E. Gámiz, A. Bazavovb, C. Bernardc, C. DeTard, D. Due, A.X. El-Khadraf, E.D. Freelandg, Steven Gottliebh, U.M. Helleri, J. Komijanij, A.S. Kronfeldj,k, J. Laihoe, P.B. Mackenziek, E.T.Neill, T. Primerm, J.N. Simonek, R. Sugarn, D. Toussaintm, R.S. Van de Waterk, and Ran Zhou, 11/20/2016
Ruizi Li, Carleton DeTar, Douglas Doerfler, Steven Gottlieb, Ashish Jha, Dhiraj Kalamkar, Doug Toussaint, 11/3/2016
Carleton DeTar, Douglas Doerfler, Steven Gottlieb, Ashish Jha, Balint Joo, Dhiraj Kalamkar, Ruizi Li, Doug Toussaint, 9/21/2016
Ashish Jha, Vitali Morozov, Jack Deslippe, 9/19/2016
Carleton DeTar, Douglas Doerfler, Steven Gottlieb, Ashish Jha, Balint Joo, Dhiraj Kalamkar, Ruizi Li, Doug Toussaint, 9/19/2016
Bingjing Zhang, A Collective Communication Layer for the Software Stack of Big Data Analytics, Doctoral Symposium. Proceedings of IEEE International Conference on Cloud Engineering (IC2E2016) Conference, April 4-8, 2016, Berlin, Germany.
Bingjing Zhang, Peng Bo, Judy Qiu, 3/11/2016,
Bingjing Zhang, Bo Peng, Judy Qiu, Parallel LDA Through Synchronized Communication Optimizations |
News News We hosted Workshop on Streaming Systems and Realtime Machine Learning at the IEEE BigData conference. Dec 9-12, 2019. Los Angeles, California. Announcements |
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