Seunghak Lee

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Eric XingPresident at Mohamed bin Zayed University of AI, Professor of Computer Science, Carnegie Mellon UVerified email at cs.cmu.edu
Qirong HoMohamed bin Zayed University of Artificial Intelligence (MBZUAI) and Petuum, IncVerified email at petuum.com
Garth Alan GibsonPresident & CEO, Vector Institute; Consulting Professor of Computer Science, Carnegie MellonVerified email at vectorinstitute.ai
Wei DaiApple; Carnegie Mellon UniversityVerified email at cs.cmu.edu
Jinliang WeiGoogle; Carnegie Mellon UniversityVerified email at alumni.cmu.edu
Henggang CuiMotionalVerified email at motional.com
Phillip GibbonsCarnegie Mellon UniversityVerified email at cs.cmu.edu
Abhimanu KumarCo-Founder @CausalFunnelVerified email at cs.cmu.edu
Michael BrudnoProfessor of Computer Science, University of Toronto; Chief Data Scientist, UHNVerified email at cs.toronto.edu
Pengtao XieAssistant Professor, UC San Diego; Adjunct Faculty, MBZUAIVerified email at eng.ucsd.edu
Yaoliang YuUniversity of WaterlooVerified email at uwaterloo.ca
Can AlkanBilkent University, Ankara, TurkeyVerified email at cs.bilkent.edu.tr
Fereydoun HormozdiariAssociate Professor at University of California - DavisVerified email at ucdavis.edu
Jun ZhuProfessor of Computer Science, Tsinghua UniversityVerified email at mail.tsinghua.edu.cn
Seungjin ChoiDirector of Machine Learning Lab, IntellicodeVerified email at postech.ac.kr
Soonho KongAmazon Web ServicesVerified email at amazon.com
Kriti PuniyaniCarnegie Mellon UniversityVerified email at cs.cmu.edu
Wei WuSenior Systems Scientist, School of Computer Science, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Peter KinnairdPhD Student in Human Computer Interaction Institute, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Aurelie LozanoSenior Research Scientist, IBM ResearchVerified email at us.ibm.com

Seunghak Lee

Research Scientist at Facebook

Verified email at cs.cmu.edu

Machine Learning Systems Computational Biology


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More effective distributed ml via a stale synchronous parallel parameter server Q Ho, J Cipar, H Cui, S Lee, JK Kim, PB Gibbons, GA Gibson, G Ganger, ... Advances in neural information processing systems 26, 2013	965	2013
Petuum: A new platform for distributed machine learning on big data EP Xing, Q Ho, W Dai, JK Kim, J Wei, S Lee, X Zheng, P Xie, A Kumar, ... Proceedings of the 21th ACM SIGKDD International Conference on Knowledge …, 2015	651	2015
Exploiting bounded staleness to speed up big data analytics H Cui, J Cipar, Q Ho, JK Kim, S Lee, A Kumar, J Wei, W Dai, GR Ganger, ... 2014 USENIX Annual Technical Conference (USENIX ATC 14), 37-48, 2014	210	2014
Identification of individuals by trait prediction using whole-genome sequencing data C Lippert, R Sabatini, MC Maher, EY Kang, S Lee, O Arikan, A Harley, ... Proceedings of the National Academy of Sciences 114 (38), 10166-10171, 2017	206	2017
Solving the straggler problem with bounded staleness J Cipar, Q Ho, JK Kim, S Lee, GR Ganger, G Gibson, K Keeton, E Xing 14th Workshop on Hot Topics in Operating Systems (HotOS XIV), 2013	174	2013
On model parallelization and scheduling strategies for distributed machine learning S Lee, JK Kim, X Zheng, Q Ho, GA Gibson, EP Xing Advances in neural information processing systems 27, 2014	172	2014
MoDIL: detecting small indels from clone-end sequencing with mixtures of distributions S Lee, F Hormozdiari, C Alkan, M Brudno Nature methods 6 (7), 473-474, 2009	162	2009
Adaptive multi-task lasso: with application to eQTL detection S Lee, J Zhu, E Xing Advances in neural information processing systems 23, 2010	119	2010
Strads: A distributed framework for scheduled model parallel machine learning JK Kim, Q Ho, S Lee, X Zheng, W Dai, GA Gibson, EP Xing Proceedings of the Eleventh European Conference on Computer Systems, 1-16, 2016	117	2016
SDD: high performance code clone detection system for large scale source code S Lee, I Jeong Companion to the 20th annual ACM SIGPLAN conference on Object-oriented …, 2005	99	2005
A robust framework for detecting structural variations in a genome S Lee, E Cheran, M Brudno Bioinformatics 24 (13), i59-i67, 2008	78	2008
Leveraging input and output structures for joint mapping of epistatic and marginal eQTLs S Lee, EP Xing Bioinformatics 28 (12), i137-i146, 2012	61	2012
Petuum: A framework for iterative-convergent distributed ml W Dai, J Wei, X Zheng, JK Kim, S Lee, J Yin, Q Ho, EP Xing arXiv preprint arXiv:1312.7651 1 (2.1), 2013	43	2013
Dynamically Weighted Hidden Markov Model for Spam Deobfuscation. S Lee, I Jeong, S Choi IJCAI 7, 2523-2529, 2007	23	2007
MoGUL: detecting common insertions and deletions in a population S Lee, E Xing, M Brudno Annual International Conference on Research in Computational Molecular …, 2010	21	2010
Ensembles of Lasso screening rules S Lee, N Görnitz, EP Xing, D Heckerman, C Lippert IEEE transactions on pattern analysis and machine intelligence 40 (12), 2841 …, 2017	19	2017
Screening rules for overlapping group lasso S Lee, EP Xing arXiv preprint arXiv:1410.6880, 2014	19	2014
A network-driven approach for genome-wide association mapping S Lee, S Kong, EP Xing Bioinformatics 32 (12), i164-i173, 2016	11	2016
Primitives for dynamic big model parallelism S Lee, JK Kim, X Zheng, Q Ho, GA Gibson, EP Xing arXiv preprint arXiv:1406.4580, 2014	10	2014
GWAS in a box: statistical and visual analytics of structured associations via GenAMap EP Xing, RE Curtis, G Schoenherr, S Lee, J Yin, K Puniyani, W Wu, ... PLoS One 9 (6), e97524, 2014	9	2014

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