pbalapra-presentations.bib
@periodical{Bal2020mcsahm,
author = {P. Balaprakash},
date-added = {2021-04-18 23:01:36 -0500},
date-modified = {2021-04-18 23:02:23 -0500},
howpublished = {MCS All Hands Meeting, Argonne, IL},
month = {January},
title = {{Neuromorphic acceleration for uncertainty quantification in deep neural networks}},
year = {2020}
}
@periodical{Bal2020siam,
author = {P. Balaprakash},
date-added = {2021-04-18 22:56:05 -0500},
date-modified = {2021-04-18 22:58:39 -0500},
howpublished = {Impacts of Applied Mathematics and Computer Science on DOE Computational Science, SIAM Conference on Computational Science and Engineering},
month = {March},
title = {In situ compression artifact removal in scientific data using deep transfer learning and experience replay},
year = {2021}
}
@periodical{Bal2019ldrd,
author = {P. Balaprakash},
date-added = {2021-04-18 22:48:24 -0500},
date-modified = {2021-04-18 22:53:59 -0500},
howpublished = {2019 LDRD Expedition, Argonne, IL},
title = {{Evaluating deep neural network to spiking neural networks transformation for DOE scientific applications on Intel Loihi}},
year = {2019}
}
@periodical{Bal2021ecp,
author = {P. Balaprakash},
date-added = {2021-04-18 22:47:06 -0500},
date-modified = {2021-04-18 22:47:06 -0500},
howpublished = {2021 ECP Annual Meeting},
month = {April},
title = {{Ytopt/SuRF: Machine-Learning-Based Search for Autotuning}},
year = {2021}
}
@periodical{Bal2021sci,
author = {P. Balaprakash},
date-added = {2021-04-18 22:40:53 -0500},
date-modified = {2021-04-18 22:42:01 -0500},
howpublished = {Sustainable Horizon Institute},
month = {March},
title = {Scientific Domain-Informed Machine Learning},
year = {2021}
}
@periodical{Bal2020alcfcp,
author = {P. Balaprakash},
date-added = {2021-04-18 22:35:33 -0500},
date-modified = {2021-04-18 22:35:33 -0500},
howpublished = {ALCF Computational Performance Workshop, Argonne, IL},
month = {May},
title = {{DeepHyper: A Hyperparameter Search Package for Deep Neural Networks}},
year = {2020}
}
@periodical{Bal2019alcfsdl,
author = {P. Balaprakash},
date-added = {2021-04-18 22:34:29 -0500},
date-modified = {2021-04-18 22:36:13 -0500},
howpublished = {ALCF Simulation, Data, and Learning Workshop, Argonne, IL},
month = {October},
title = {{DeepHyper: A Hyperparameter Search Package for Deep Neural Networks}},
year = {2019}
}
@periodical{Bal2020alcfsdl,
author = {P. Balaprakash},
date-added = {2021-04-18 22:32:36 -0500},
date-modified = {2021-04-18 22:33:11 -0500},
howpublished = {ALCF Simulation, Data, and Learning Workshop, Argonne, IL},
month = {December},
title = {{DeepHyper: A Hyperparameter Search Package for Deep Neural Networks}},
year = {2020}
}
@periodical{Bal2020b,
author = {P. Balaprakash},
date-added = {2021-04-18 22:23:13 -0500},
date-modified = {2021-04-18 22:23:13 -0500},
howpublished = {Panel, IEEE Cluster Workshop on Monitoring and Analsis for High Performance Computing Sytems Plus Applications (HPCMASPA)},
month = {September},
title = {Enabling ML approaches to HPC Systems Operations},
year = {2020}
}
@periodical{Bal2018ldrd,
author = {P. Balaprakash},
date-added = {2021-04-18 22:18:21 -0500},
date-modified = {2021-04-18 22:53:12 -0500},
howpublished = {2018 LDRD Expedition, Argonne, IL},
title = {{Neuromorphic Acceleration for Approximate Bayesian Inference on Neural Networks via Permanent Dropout}},
year = {2018}
}
@periodical{Bal2014ci,
author = {P. Balaprakash},
date-added = {2021-04-18 22:12:58 -0500},
date-modified = {2021-04-18 22:12:58 -0500},
howpublished = {Computation Institute, Argonne, IL},
month = {February},
title = {Active-Learning-based Surrogate Models for Empirical Performance Tuning},
year = {2012}
}
@periodical{Bal2012lans,
author = {P. Balaprakash},
date-added = {2021-04-18 22:11:29 -0500},
date-modified = {2021-04-18 22:11:29 -0500},
howpublished = {{LANS Informal Seminar}, Argonne, IL},
month = {February},
title = {Search Algorithms in Empirical Performance Tuning and Machine Learning for Computationally Expensive Simulations},
year = {2012}
}
@periodical{Bal2016alcf,
author = {P. Balaprakash},
date-added = {2021-04-18 22:10:05 -0500},
date-modified = {2021-04-18 22:13:56 -0500},
howpublished = {Argonne Leadership Computing Facility, Argonne, IL},
month = {June},
title = {{AutoMOMML: Automatic Multi-Objective Modeling with Machine Learning}},
year = {2016}
}
@misc{ZhaBalMenMorParKum2014bposter,
author = {Zhang, Yao and Balaprakash, Prasanna and Meng, Jiayuan and Morozov, Vitali and Parker, Scott and Kumaran, Kalyan},
date-added = {2021-04-18 22:02:50 -0500},
date-modified = {2021-04-18 22:02:50 -0500},
howpublished = {High Performance Computing, Networking, Storage and Analysis (SCC), 2014 SC},
note = {{Poster}},
title = {Raexplore: {E}nabling rapid, automated architecture exploration for full applications},
year = {2014}
}
@misc{GomBalBouWilCapHov2014bposter,
author = {Gomez, Leonardo A.Bautista and Balaprakash, Prasanna and Bouguerra, Mohamed-Slim and Wild, Stefan M. and Cappello, Franck and Hovland, Paul D.},
date-added = {2021-04-18 22:02:50 -0500},
date-modified = {2021-04-18 22:02:50 -0500},
howpublished = {2014 IEEE International Conference on Cluster Computing (CLUSTER)},
note = {{Poster}},
title = {{E}nergy-performance tradeoffs in multilevel checkpoint strategies},
year = {2014},
bdsk-url-1 = {http://dx.doi.org/10.1109/CLUSTER.2014.6968749}
}
@misc{BalWilHov2011cposter,
author = {P. Balaprakash and S. M. Wild and P. D. Hovland},
date-added = {2021-04-18 22:02:50 -0500},
date-modified = {2021-04-18 22:02:50 -0500},
howpublished = {2011 DOE Applied Mathematics Program Meeting},
note = {{Poster}},
title = {Model-based optimization algorithms for empirical performance tuning},
year = {2011}
}
@misc{BalTiwWil2013poster,
author = {P. Balaprakash and A. Tiwari and S. M. Wild},
date-added = {2021-04-18 22:02:50 -0500},
date-modified = {2021-04-18 22:02:50 -0500},
howpublished = {High Performance Computing, Networking, Storage and Analysis (SCC), 2013 SC},
note = {{Poster. Finalist for the best poster award}},
title = {Framework for Optimizing Power, Energy, and Performance},
year = {2013},
bdsk-url-1 = {http://www.super-scidac.org/sites/super-scidac.org/files/SUPERNEWSLETTERApril2014final_0.pdf}
}
@misc{BalMorKet2015poster,
author = {P. Balaprakash and V. Morozov and R. Kettimuthu},
date-added = {2021-04-18 22:02:50 -0500},
date-modified = {2021-04-18 22:02:50 -0500},
howpublished = {High Performance Computing, Networking, Storage and Analysis (SCC), 2015 SC},
note = {{Poster}},
title = {Improving throughput by dynamically adapting concurrency of data transfer},
year = {2015}
}
@misc{BalBunChaGuhGupNatChiHovNor2012bposter,
author = {Balaprakash, P. and Buntinas, D. and Chan, A. and Guha, A. and Gupta, R. and Narayanan, S.H.K. and Chien, A.A. and Hovland, P. and Norris, B.},
date-added = {2021-04-18 22:02:50 -0500},
date-modified = {2021-04-18 22:02:50 -0500},
howpublished = {High Performance Computing, Networking, Storage and Analysis (SCC), 2012 SC Companion},
note = {{Poster}},
title = {{A}n exascale workload study},
year = {2012},
bdsk-url-1 = {http://dx.doi.org/10.1109/SC.Companion.2012.261}
}
@misc{BalBunChaGhuChi2013cposter,
author = {Balaprakash, P. and Buntinas, D. and Chan, A. and Guha, A. and Gupta, R. and Narayanan, S.H.K. and Chien, A.A. and Hovland, P. and Norris, B.},
date-added = {2021-04-18 22:02:50 -0500},
date-modified = {2021-04-18 22:02:50 -0500},
howpublished = {2013 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS)},
note = {{Poster}},
title = {{E}xascale workload characterization and architecture implications},
year = {2013},
bdsk-url-1 = {http://dx.doi.org/10.1109/ISPASS.2013.6557153}
}
@misc{AleBal2015poster,
author = {Y. Alexeev and P. Balaprakash},
date-added = {2021-04-18 22:02:50 -0500},
date-modified = {2021-04-18 22:02:50 -0500},
howpublished = {High Performance Computing, Networking, Storage and Analysis (SCC), 2015 SC},
note = {{Poster}},
title = {Heuristic dynamic load balancing algorithm applied to the fragment molecular orbital method},
year = {2015}
}
@periodical{Bal2020i,
author = {P. Balaprakash},
date-added = {2020-09-27 19:34:21 -0500},
date-modified = {2020-09-27 19:34:21 -0500},
howpublished = {TRB ExComm A.I. Policy Session},
month = {January},
title = {Artificial intelligence for science},
year = {2020}
}
@periodical{Bal2020h,
author = {P. Balaprakash},
date-added = {2020-09-27 19:33:37 -0500},
date-modified = {2020-09-27 19:33:37 -0500},
howpublished = {ATPESC 2020: Argonne Training Program on Extreme-Scale Computing},
month = {August},
title = {{DeepHyper} and Hyperparameter Optimization},
year = {2020}
}
@periodical{Bal2019g,
author = {P. Balaprakash},
date-added = {2020-09-27 19:31:55 -0500},
date-modified = {2020-09-27 19:31:55 -0500},
howpublished = {ATPESC 2019: Argonne Training Program on Extreme-Scale Computing, St. Charles, IL},
month = {August},
title = {Hyperparameter Optimization and {DeepHyper}},
year = {2019}
}
@periodical{Bal2020f,
author = {P. Balaprakash},
date-added = {2020-09-27 19:26:40 -0500},
date-modified = {2020-09-27 19:26:40 -0500},
howpublished = {SciDAC TDS Meeting},
month = {March},
title = {Reinforcement learning and applications},
year = {2020}
}
@periodical{Bal2020e,
author = {P. Balaprakash},
date-added = {2020-09-27 19:25:47 -0500},
date-modified = {2020-09-27 19:25:47 -0500},
howpublished = {AI for Sustainability Workshop},
month = {April},
title = {Artificial Intelligence and Machine Learning},
year = {2020}
}
@periodical{Bal2020d,
author = {P. Balaprakash},
date-added = {2020-09-27 19:23:34 -0500},
date-modified = {2020-09-27 19:23:34 -0500},
howpublished = {Workshop on Program Synthesis for Scientific Computing},
month = {August},
title = {Machine-learning-based automatic performance tuning},
year = {2020}
}
@periodical{Bal2020g,
author = {P. Balaprakash},
date-added = {2020-09-27 19:20:36 -0500},
date-modified = {2020-09-27 19:28:07 -0500},
howpublished = {Argonne CPS Division seminar series},
month = {August},
title = {{DeepHyper: Scalable Automated Machine Learning Package}},
year = {2020}
}
@periodical{Bal2019alcf,
author = {P. Balaprakash},
date-added = {2020-09-27 19:17:04 -0500},
date-modified = {2021-04-18 22:19:57 -0500},
howpublished = {ALCF Developer Session},
month = {September},
title = {{DeepHyper: A Hyperparameter Search Package for Deep Neural Networks}},
year = {2019}
}
@periodical{Bal2020a,
author = {P. Balaprakash},
date-added = {2020-09-27 19:12:45 -0500},
date-modified = {2020-09-27 19:12:45 -0500},
howpublished = {Artificial Intelligence for Water Workshop, Argonne, IL},
month = {September},
title = {Automated Machine Learning for Molecular Chemistry},
year = {2020}
}
@periodical{Bal2019m,
author = {P. Balaprakash},
date-added = {2020-09-27 19:11:18 -0500},
date-modified = {2020-09-27 19:11:18 -0500},
howpublished = {PSE AI in Science and Engineering Workshop, Argonne, IL},
month = {September},
title = {{AI} Tools},
year = {2019}
}
@periodical{Bal2019l,
author = {P. Balaprakash},
date-added = {2019-09-09 03:42:06 +0000},
date-modified = {2019-09-09 03:48:45 +0000},
howpublished = {Argonne Physics Divison Colloquium, Argonne, IL},
month = {May},
title = {Scientific Domain-Informed Machine Learning},
year = {2019}
}
@periodical{Bal2018i,
author = {P. Balaprakash},
date-added = {2019-09-09 03:40:16 +0000},
date-modified = {2019-09-09 03:40:16 +0000},
howpublished = {Consortium for Computational Physics and Chemistry Meeting, Argonne, IL},
month = {November},
title = {Scientific Domain-Informed Machine Learning},
year = {2018}
}
@periodical{Bal2019i,
author = {P. Balaprakash},
date-added = {2019-09-09 03:38:44 +0000},
date-modified = {2019-09-09 03:50:24 +0000},
howpublished = {Argonne Artificial Intelligence for Science Workshop, Argonne, IL},
month = {August},
title = {Recurrent Networks for Time Series Data},
year = {2019}
}
@periodical{Bal2019j,
author = {P. Balaprakash},
date-added = {2019-09-09 03:38:19 +0000},
date-modified = {2019-09-09 03:49:10 +0000},
howpublished = {Artificial Intelligence for Science Workshop for Summer Students, Argonne, IL},
month = {July},
title = {Deep Learning Basics},
year = {2019}
}
@periodical{Bal2019h,
author = {P. Balaprakash},
date-added = {2019-09-09 03:32:28 +0000},
date-modified = {2019-09-09 03:50:20 +0000},
howpublished = {Artificial Intelligence for Science Workshop, Argonne, IL},
month = {August},
title = {Deep Learning Basics},
year = {2019}
}
@periodical{Bal2019k,
author = {P. Balaprakash},
date-added = {2019-09-09 03:31:44 +0000},
date-modified = {2019-09-09 03:49:05 +0000},
howpublished = {Artificial Intelligence for Science Workshop for Summer Students, Argonne, IL},
month = {July},
title = {Recurrent Networks for Time Series Data},
year = {2019}
}
@periodical{Bal2019f,
author = {P. Balaprakash},
date-added = {2019-09-09 03:26:17 +0000},
date-modified = {2019-09-09 03:50:02 +0000},
howpublished = {{ATPESC 2019:} Argonne Training Program on Extreme-Scale Computing, St. Charles, IL},
month = {August},
title = {Deep Learning Basics},
year = {2019}
}
@periodical{Bal2019e,
author = {P. Balaprakash},
date-added = {2019-09-09 03:22:55 +0000},
date-modified = {2019-09-09 03:48:39 +0000},
howpublished = {Argonne Outloud Public Lecture, Argonne, IL},
month = {May},
title = {Artificial Intelligence to Accelerate Discovery and Development},
year = {2019}
}
@periodical{Bal2019d,
author = {P. Balaprakash},
date-added = {2019-09-09 03:14:42 +0000},
date-modified = {2019-09-09 03:14:42 +0000},
howpublished = {Data Enabled Modeling and Discovery in Science and Engineering Minisymposium, SIAM Conference on Computational Science and Engineering},
month = {February},
title = {{DeepHyper: Scalable Asynchronous Hyperparameter Search for Deep Learning}},
year = {2019}
}
@periodical{Bal2019c,
author = {P. Balaprakash},
date-added = {2019-09-09 03:10:43 +0000},
date-modified = {2019-09-09 03:48:17 +0000},
howpublished = {{OMASE 2019:} Optimization, Modeling, Analysis and Space Exploration Workshop, Washington DC},
month = {February},
title = {Machine-Learning-Based-Search for Automatic Performance Tuning},
year = {2019}
}
@periodical{Bal2019b,
author = {P. Balaprakash},
date-added = {2019-09-09 03:06:21 +0000},
date-modified = {2019-09-09 03:48:10 +0000},
howpublished = {{HPCaML 2019:} The First International Workshop on the Intersection of High Performance Computing and Machine Learning, Washington DC},
month = {February},
title = {Machine-Learning-Based Performance Modeling and Tuning for High-Performance Computing},
year = {2019}
}
@periodical{Bal2019a,
author = {P. Balaprakash},
date-added = {2019-09-09 03:04:51 +0000},
date-modified = {2019-09-09 03:04:51 +0000},
howpublished = {{LANS Informal Seminar}, Argonne, IL},
month = {February},
title = {Scalable Reinforcement-Learning-Based Neural Architecture Search for Scientific and Engineering Applications},
year = {2019}
}
@periodical{Bal2018q,
author = {P. Balaprakash},
date-added = {2019-02-10 21:12:55 +0000},
date-modified = {2019-02-10 21:12:55 +0000},
howpublished = {Advanced Photon Source Colloquium, Argonne, IL},
month = {December},
title = {Scientific Domain-Informed Machine Learning},
year = {2018}
}
@periodical{Bal2018m,
author = {P. Balaprakash},
date-added = {2019-01-19 21:58:06 +0000},
date-modified = {2019-02-10 21:12:16 +0000},
howpublished = {ALCF Simulation, Data, and Learning Workshop, Argonne, IL},
month = {October},
title = {Scientific Domain-Informed Machine Learning},
year = {2018}
}
@periodical{Bal2018n,
author = {P. Balaprakash},
date-added = {2019-01-19 21:55:03 +0000},
date-modified = {2019-02-10 21:12:22 +0000},
howpublished = {Workshop on Deep Learning for Multimessenger Astrophysics: Real-time Discovery at Scale},
month = {October},
title = {Reproducibility, portability and interpretability of deep learning},
year = {2018}
}
@periodical{Bal2018h,
author = {P. Balaprakash},
date-added = {2019-01-19 21:43:11 +0000},
date-modified = {2019-02-10 21:11:40 +0000},
howpublished = {Department Seminar Series, Mechanical and Industrial Engineering, University of Illinois at Chicago, IL},
month = {October},
title = {Scientific Domain-Informed Machine Learning},
year = {2018}
}
@periodical{Bal2018l,
author = {P. Balaprakash},
date-added = {2019-01-19 21:33:08 +0000},
date-modified = {2019-02-10 21:12:09 +0000},
howpublished = {CANDLE-EXALEARN ECP Workshop, Argonne, IL},
month = {October},
title = {Data parallel deep learning},
year = {2018}
}
@periodical{Bal2018j,
author = {P. Balaprakash},
date-added = {2019-01-19 21:30:56 +0000},
date-modified = {2019-02-10 21:11:56 +0000},
howpublished = {Workshop on Large-Scale Computing for Transportation Studies, Maui, HI},
month = {November},
title = {Spatial-temporal deep learning and hyperparameter search for traffic prediction},
year = {2018}
}
@periodical{Bal2020c,
author = {P. Balaprakash},
date-added = {2019-01-19 21:12:31 +0000},
date-modified = {2020-09-27 19:18:04 -0500},
howpublished = {Panel, Smoky Mountains Computational Sciences and Engineering Conference (SMC)},
month = {August},
title = {Keynote -- The Future of HPC Systems in the Presence of AI},
year = {2020}
}
@periodical{Bal2018k,
author = {P. Balaprakash},
date-added = {2019-01-19 21:10:17 +0000},
date-modified = {2019-02-10 21:12:03 +0000},
howpublished = {{PMBS 2018:} Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems},
month = {November},
title = {Benchmarking Machine Learning Methods for Performance Modeling of Scientific Applications},
year = {2018}
}
@periodical{Bal2018p,
author = {P. Balaprakash},
date-added = {2019-01-19 21:03:02 +0000},
date-modified = {2019-02-10 21:31:16 +0000},
howpublished = {Indian Institute of Science, Bengaluru, India},
month = {December},
title = {Scientific Domain-Informed Machine Learning},
year = {2018}
}
@periodical{Bal2018o,
author = {P. Balaprakash},
date-added = {2019-01-19 20:58:50 +0000},
date-modified = {2019-02-10 21:12:29 +0000},
howpublished = {25th IEEE International Conference on High Performance Computing, Data, and Analytics, Bengaluru, India},
month = {December},
title = {{DeepHyper:} {Asynchronous Hyperparameter Search for Deep Neural Networks}},
year = {2018}
}
@periodical{Bal2018g,
author = {P. Balaprakash},
date-added = {2019-01-19 20:57:43 +0000},
date-modified = {2019-01-19 21:02:45 +0000},
howpublished = {Army Research Lab Workshop, Chicago, IL},
month = {May},
title = {Tools for Scientific Machine Learning},
year = {2018}
}
@periodical{Bal2018f,
author = {P. Balaprakash},
date-added = {2018-09-28 20:44:24 +0000},
date-modified = {2018-09-28 20:47:01 +0000},
howpublished = {Argonne Environmental Science Division Retreat},
month = {May},
title = {Machine Learning Overview and Applications},
year = {2018}
}
@periodical{Bal2018e,
author = {P. Balaprakash},
date-added = {2018-09-28 20:42:53 +0000},
date-modified = {2018-09-28 20:42:53 +0000},
howpublished = {Argonne Geospatial Workshop},
month = {August},
title = {Data for Machine Learning},
year = {2018}
}
@periodical{Bal2018d,
author = {P. Balaprakash},
date-added = {2018-09-28 20:40:59 +0000},
date-modified = {2018-09-28 20:40:59 +0000},
howpublished = {Argonne Deep Learning Workshop},
month = {January},
title = {Recurrent Neural Networks},
year = {2018}
}
@periodical{Bal2018c,
author = {P. Balaprakash},
date-added = {2018-09-28 20:39:49 +0000},
date-modified = {2018-09-28 20:39:49 +0000},
howpublished = {Argonne Deep Learning Workshop},
month = {January},
title = {Deep Learning Basics},
year = {2018}
}
@periodical{Bal2018b,
author = {P. Balaprakash},
date-added = {2018-09-28 20:39:07 +0000},
date-modified = {2018-09-28 20:39:07 +0000},
howpublished = {SciDAC Fusion Machine-Learning Workshop 2018, Princeton, NJ},
month = {June},
title = {Machine Learning Hardware},
year = {2018}
}
@periodical{Bal2020j,
author = {P. Balaprakash},
date-added = {2018-09-28 20:37:18 +0000},
date-modified = {2020-09-27 19:35:32 -0500},
howpublished = {SC '19: IEEE/ACM International Conference on High Performance Computing, Networking, Storage and Analysis},
month = {November},
title = {Scalable Reinforcement-Learning-Based Neural Architecture Search for Cancer Research},
year = {2019}
}
@periodical{Bal2018a,
author = {P. Balaprakash},
date-added = {2018-09-28 20:35:37 +0000},
date-modified = {2018-09-28 20:35:37 +0000},
howpublished = {7th Greater Chicago Area Systems Research Workshop University of Chicago, Chicago, IL},
month = {April},
title = {Machine Learning in High Performance Computing},
year = {2018}
}
@periodical{Bal2017p,
author = {P. Balaprakash},
date-added = {2018-09-28 20:32:49 +0000},
date-modified = {2018-09-28 20:32:49 +0000},
howpublished = {Argonne Machine Learning Workshop, Argonne, IL},
month = {April},
title = {Introduction to Unsupervised and Supervised Learning in Python: Hands-on Tutorial},
year = {2017}
}
@periodical{Bal2017c,
author = {P. Balaprakash},
date-added = {2017-09-22 18:19:20 +0000},
date-modified = {2017-09-29 04:03:07 +0000},
howpublished = {Argonne Training Program on Extreme-Scale Computing (ATPESC), St. Charles, IL},
month = {August},
title = {Introduction to Unsupervised and Supervised Learning in Python: Hands-on Tutorial},
year = {2017}
}
@periodical{Bal2017f,
author = {P. Balaprakash},
date-added = {2017-09-22 18:18:52 +0000},
date-modified = {2017-09-22 18:35:39 +0000},
howpublished = {Argonne Machine Learning Workshop, Argonne, IL},
month = {July},
title = {Overview of Machine Learning Methods},
year = {2017}
}
@periodical{Bal2017l,
author = {P. Balaprakash},
date-added = {2017-09-22 18:05:01 +0000},
date-modified = {2017-09-22 18:05:01 +0000},
howpublished = {The 3rd International Workshop on Data Science in High Energy Physics (DS@HEP 2017), Fermi National Accelerator Laboratory, IL},
month = {May},
title = {Generative Adversarial Networks},
year = {2017}
}
@periodical{Bal2017e,
author = {P. Balaprakash},
date-added = {2017-09-22 18:02:59 +0000},
date-modified = {2017-09-22 18:02:59 +0000},
howpublished = {US ATLAS Workshop, Argonne, IL},
month = {July},
title = {Generative Adversarial Networks},
year = {2017}
}
@periodical{Bal2017j,
author = {P. Balaprakash},
date-added = {2017-09-22 18:01:41 +0000},
date-modified = {2017-09-22 18:01:41 +0000},
howpublished = {Workshop on Optimization and Machine Learning (ACNTW 17), Northwestern University, Argonne},
month = {May},
title = {Automatic Multi-Objective Modeling with Machine Learning},
year = {2017}
}
@periodical{Bal2017k,
author = {P. Balaprakash},
date-added = {2017-09-22 17:59:03 +0000},
date-modified = {2017-09-22 18:02:23 +0000},
howpublished = {Computing Frontiers 2017, University of Siena, Siena, Italy},
month = {May},
title = {Analytical Performance Modeling and Validation of Intel's Xeon Phi Architecture},
year = {2017}
}
@periodical{Bal2017b,
author = {P. Balaprakash},
date-added = {2017-09-22 17:52:16 +0000},
date-modified = {2017-09-22 17:52:16 +0000},
howpublished = {Argonne Training Program on Extreme-Scale Computing (ATPESC), St. Charles, IL},
month = {August},
title = {Overview of Machine Learning Methods},
year = {2017}
}
@periodical{Bal2017i,
author = {P. Balaprakash},
date-added = {2017-09-22 17:52:01 +0000},
date-modified = {2017-09-22 23:33:30 +0000},
howpublished = {Argonne Machine Learning Workshop, Argonne, IL},
month = {July},
title = {Introduction to Unsupervised and Supervised Learning in Python: Hands-on Tutorial},
year = {2017}
}
@periodical{Bal2017h,
author = {P. Balaprakash},
date-added = {2017-09-22 17:37:10 +0000},
date-modified = {2017-09-22 18:29:00 +0000},
howpublished = {Argonne Machine Learning Workshop, Argonne, IL},
month = {July},
title = {Automatic Multi-Objective Modeling with Machine Learning},
year = {2017}
}
@periodical{Bal2017n,
author = {P. Balaprakash},
date-added = {2017-09-22 17:31:31 +0000},
date-modified = {2017-09-22 18:28:17 +0000},
howpublished = {Argonne Machine Learning Workshop, Argonne, IL},
month = {April},
title = {Automatic Multi-Objective Modeling with Machine Learning},
year = {2017}
}
@periodical{Bal2017o,
author = {P. Balaprakash},
date-added = {2017-09-22 17:15:36 +0000},
date-modified = {2017-09-22 18:27:43 +0000},
howpublished = {Argonne Machine Learning Workshop, Argonne, IL},
month = {April},
title = {Overview of Machine Learning Methods},
year = {2017}
}
@periodical{Bal2017d,
author = {P. Balaprakash},
date-added = {2017-09-22 17:11:17 +0000},
date-modified = {2017-09-22 18:31:19 +0000},
howpublished = {Fourth Workshop on Programming Abstractions for Data Locality (PADAL'17), Chicago, IL},
month = {August},
title = {Need for Data Locality in Machine/Deep Learning},
year = {2017}
}
@periodical{Bal2017m,
author = {P. Balaprakash},
date-added = {2017-09-22 17:04:45 +0000},
date-modified = {2017-09-22 18:18:02 +0000},
howpublished = {Tech Hub, SAE World Congress 2017, Detroit, MI},
month = {May},
title = {Artificial Intelligence for Transportation and Mobility},
year = {2017}
}
@periodical{Bal2017a,
author = {P. Balaprakash},
date-added = {2017-09-22 16:58:22 +0000},
date-modified = {2017-09-22 17:04:21 +0000},
howpublished = {Argonne Training Program on Extreme-Scale Computing (ATPESC), St. Charles, IL},
month = {August},
title = {Automatic Multi-Objective Modeling with Machine Learning},
year = {2017}
}
@periodical{Bal2007b,
author = {P. Balaprakash},
date-added = {2017-01-08 19:56:18 +0000},
date-modified = {2017-01-28 05:28:33 +0000},
howpublished = {4th International Workshop on Hybrid Metaheuristics, Dortmund, Germany},
month = {October},
title = {Improvement strategies for the {F-Race} algorithm: Sampling design and iterative refinement},
year = {2007}
}
@periodical{Bal2005,
author = {P. Balaprakash},
date-added = {2017-01-08 19:54:10 +0000},
date-modified = {2017-01-28 05:27:13 +0000},
howpublished = {MIC 2005: The 6th Metaheuristics International Conference, Vienna, Austria},
month = {August},
title = {{ACO/F-Race}: Ant colony optimization and racing techniques for combinatorial optimization under uncertainty},
year = {2005}
}
@periodical{Bal2016f,
author = {P. Balaprakash},
date-added = {2017-01-08 19:51:00 +0000},
date-modified = {2017-01-28 05:21:22 +0000},
howpublished = {6th Joint Laboratory for Extreme Scale Computing (JLESC) Workshop, Kobe, Japan},
month = {June},
title = {Multi objective optimization of {HPC} kernels for performance, power, and energy},
year = {2016}
}
@periodical{Bal2013d,
author = {P. Balaprakash},
date-added = {2017-01-08 19:32:32 +0000},
date-modified = {2017-01-28 05:25:09 +0000},
howpublished = {PMaC/SDSC Seminar, San Diego, CA},
month = {July},
title = {Search Algorithms in Empirical Performance Tuning and Machine Learning for Computationally Expensive Simulations},
year = {2013}
}
@periodical{Bal2007a,
author = {P. Balaprakash},
date-added = {2017-01-08 19:27:39 +0000},
date-modified = {2017-01-28 05:26:49 +0000},
howpublished = {LION 2007 II: Learning and Intelligent Optimization, Trento, Italy},
month = {December},
title = {An experimental study of estimation-based metaheuristics for the probabilistic traveling salesman problem},
year = {2007}
}
@periodical{Bal2012e,
author = {P. Balaprakash},
date-added = {2017-01-08 19:04:42 +0000},
date-modified = {2017-01-28 05:24:27 +0000},
howpublished = {ANL Mathematics and Computer Science Division Seminar, Lemont, IL},
month = {December},
title = {Search Algorithms in Empirical Performance Tuning and Machine Learning for Computationally Expensive Simulations},
year = {2012}
}
@periodical{Bal2016e,
author = {P. Balaprakash},
date-added = {2016-09-29 03:52:13 +0000},
date-modified = {2017-01-28 05:30:09 +0000},
howpublished = {Midwest Big Data Opportunities and Challenges, Chicago, IL},
month = {September},
title = {Machine learning for high performance computing},
year = {2016}
}
@periodical{Bal2016c,
author = {P. Balaprakash},
date-added = {2016-07-11 00:52:32 +0000},
date-modified = {2017-01-28 05:30:47 +0000},
howpublished = {11th International Workshop on Automatic Performance Tuning, iWAPT 2016, Chicago, IL},
month = {May},
title = {Exploiting performance portability in search algorithms for autotuning},
year = {2016}
}
@periodical{Bal2016d,
author = {P. Balaprakash},
date-added = {2016-07-11 00:49:24 +0000},
date-modified = {2017-01-28 05:28:56 +0000},
howpublished = {The 45th International Conference on Parallel Processing, ICPP 2016, Philadelphia, PA},
month = {August},
title = {Improving Data Transfer Throughput with Direct Search Optimization},
year = {2016}
}
@periodical{Bal2016a,
author = {P. Balaprakash},
date-added = {2016-07-11 00:45:29 +0000},
date-modified = {2017-01-28 05:20:44 +0000},
howpublished = {International Supercomputing Conference, ISC 2016, Frankfurt, Germany},
month = {June},
title = {{AutoMOMML: Automatic Multi-objective Modeling with Machine Learning}},
year = {2016}
}
@periodical{Bal2016b,
author = {P. Balaprakash},
date-added = {2016-07-11 00:43:09 +0000},
date-modified = {2017-01-28 05:21:06 +0000},
howpublished = {5th Joint Laboratory for Extreme Scale Computing (JLESC) Workshop, Lyon, France},
month = {June},
title = {{AutoMOMML: Automatic Multi-objective Modeling with Machine Learning}},
year = {2016}
}
@periodical{Bal2015b,
author = {P. Balaprakash},
date-added = {2015-09-28 15:32:09 +0000},
date-modified = {2017-01-28 05:21:52 +0000},
howpublished = {Urban Data Analytics/City of Chicago SmartData Platform Workshop, Chicago, IL},
month = {May},
title = {Predictive modeling for large scale vehicle simulations},
year = {2015}
}
@periodical{Bal2015a,
author = {P. Balaprakash},
date-added = {2015-03-06 00:30:32 +0000},
date-modified = {2017-01-28 05:22:08 +0000},
howpublished = {2015 DOE ASCR Machine Learning Workshop, Rockville, MD},
month = {January},
title = {Self-aware runtime and operating Systems},
year = {2015}
}
@periodical{Bal2014b,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:22:28 +0000},
howpublished = {Department of Mathematics, Statistics and Computer Science Colloquium, Marquette University, Milwaukee, WI},
month = {October},
title = {Automatic performance modeling and tuning},
year = {2014}
}
@periodical{Bal2014c,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:22:44 +0000},
howpublished = {11th International Meeting on High-Performance Computing for Computational Science (VECPAR 2014), Eugene, OR},
month = {July},
note = {{Conference Talk}},
title = {Machine-learning-based load balancing for community ice code component in {CESM}},
year = {2014}
}
@periodical{Bal2014a,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:23:08 +0000},
howpublished = {Computation Institute, UChicago, Lemont, IL},
month = {February},
title = {Active-learning-based surrogate models for empirical performance tuning},
year = {2014}
}
@periodical{Bal2013a,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:23:22 +0000},
howpublished = {10th workshop of the INRIA-Illinois-ANL Joint Laboratory, Urbana, IL},
month = {November},
title = {Active-learning-based surrogate models for empirical performance tuning},
year = {2013}
}
@periodical{Bal2013c,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:23:39 +0000},
howpublished = {4th International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems (PMBS13), Denver, CO},
month = {November},
title = {Multi objective optimization of {HPC} kernels for performance, power, and energy},
year = {2013}
}
@periodical{Bal2013b,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:23:53 +0000},
howpublished = {2013 IEEE International Conference on Cluster Computing (CLUSTER), Indianapolis, IN},
month = {September},
title = {Active-learning-based surrogate models for empirical performance tuning},
year = {2013}
}
@periodical{Bal2012b,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:24:06 +0000},
howpublished = {IPAM Chemical Compound Space Reunion, Lake Arrowhead, CA},
month = {December},
title = {A sequential learning approach for quantum chemistry simulations},
year = {2012}
}
@periodical{Bal2012c,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:25:34 +0000},
howpublished = {Workshop on Tools for Program Development and Analysis in Computational Science, International Conference on Computational Science, ICCS 2012, Omaha, NE},
month = {June},
title = {{SPAPT}: {S}earch {P}roblems in {A}utomatic {P}erformance {T}uning},
year = {2012},
bdsk-url-1 = {http://dx.doi.org/10.1016/j.procs.2012.04.214}
}
@periodical{Bal2012a,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:25:49 +0000},
howpublished = {SIAM Conference on Parallel Processing (SIAM PP 2012), Savannah, GA},
month = {February},
title = {Efficient optimization algorithms for empirical performance tuning},
year = {2012}
}
@periodical{Bal2012d,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:26:03 +0000},
howpublished = {DOE CScADS Workshop on Libraries and Autotuning for Extreme-Scale Systems, Snowbird, UT},
month = {August},
title = {Global and local search algorithms in empirical performance tuning},
year = {2011}
}
@periodical{Bal2011b,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:26:24 +0000},
howpublished = {Workshop on Automatic Performance Tuning, International Conference on Computational Science, ICCS 2011, Singapore},
month = {June},
title = {Can search algorithms save large-scale automatic performance tuning?},
year = {2011},
bdsk-url-1 = {http://dx.doi.org/10.1016/j.procs.2011.04.234}
}
@periodical{Bal2011a,
author = {P. Balaprakash},
date-added = {2014-12-22 20:07:22 +0000},
date-modified = {2017-01-28 05:26:39 +0000},
howpublished = {2011 SIAM Conference on Computational Science and Engineering, Reno, NV},
month = {March},
title = {Comparison of search strategies in empirical performance tuning of linear algebra kernels},
year = {2011}
}