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Lei Jiang, Langshi Chen, Judy Qiu Performance Characterization of Multi-threaded Graph Processing Applications on Many-Integrated-Core Architecture, IEEE International Symposium on Performance Analysis of Systems and Software, (ISPASS) held in Belfast, Northern Ireland, UK, April 2-4, 2018.


Judy Qiu, Harp-DAAL for High Performance Big Data Computing, Intel Parallel Universe Magazine, March 17, 2018.


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. Bigdata_Harp_LDA.pdf


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.


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. Harp-DAAL.pdf


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. Model Rotation.pdf


Kai ZheN, Mridul Birla, David Crandall, Bingjing Zhang, Judy Qiu, 3/15/2017 A Hybrid Supervised-unsupervised Method on Image Topic Visualization with Convolutional Neural Network and LDA, Indiana University


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 Kaon semileptonic decays with Nf = 2+1+1 HISQ fermions and physical light-quark masses, Cornell University Library


Ruizi Li, Carleton DeTar, Douglas Doerfler, Steven Gottlieb, Ashish Jha, Dhiraj Kalamkar, Doug Toussaint, 11/3/2016 MILC staggered conjugate gradient performance on Intel KNL, Cornell University Library


Carleton DeTar, Douglas Doerfler, Steven Gottlieb, Ashish Jha, Balint Joo, Dhiraj Kalamkar, Ruizi Li, Doug Toussaint, 9/21/2016 MILC Staggered Conjugate Gradient Performance on Intel KNL, IXPUG


Ashish Jha, Vitali Morozov, Jack Deslippe, 9/19/2016 Vectorization Strategies for Intel's 2nd Generation Intel® Xeon Phi™ Architecture Codenamed Knights Landing, Argonne National Labs


Carleton DeTar, Douglas Doerfler, Steven Gottlieb, Ashish Jha, Balint Joo, Dhiraj Kalamkar, Ruizi Li, Doug Toussaint, 9/19/2016 MILC Staggered Conjugate Gradient Intel KNL, Argonne National Labs


Bingjing Zhang, Peng Bo, Judy Qiu, 9/1/2016 High Performance LDA through Collective Model Data Communication Optimization, Indiana University


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. Computation Abstractions.pdf


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. Harp-lda.pdf


Binging 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. Collective Communication_paper.pdf


Bingjing Zhang, Peng Bo, Judy Qiu, 3/11/2016, Parallelizing Big Data Machine Learning Algorithms with Model Rotation, Semantic Scholar


Bingjing Zhang, Bo Peng, Judy Qiu, Parallel LDA Through Synchronized Communication Optimizations LDA_optimization_paper.pdf


Binging Zhang, Yang Ruan, Judy Qiu. Harp: Collective Communication on Hadoop Short paper in the Proceedings of IEEE International Conference on Cloud Engineering (IC2E), held in Tempe, Arizona, March 9-12, 2015.


News

We gave a 2 hour Tutorial on Harp-DAAL: A high Performance Machine Learning Framework for HPC-Cloud, at Intel® HPC Developer Conference (HPCDC) 2017 held in Sheraton Denver Downtown Hotel, Denver, Colorado, November 11-12, 2017.

Announcements
Intel hosted a two-day training session at the Indiana University-Bloomington campus on Sept. 2015. The course covered parallel computing using Intel Xeon processors. For more detailed information, click on the image to the right. flyer thumbnail
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Thomas Wiggins
email: wigginst(at)indiana.edu