Ankit Agrawal
Research Professor
Department of Electrical and Computer Engineering
McCormick School of Engineering and Applied Science, Northwestern University;Center for Ultra-scale Computing and Information Security, McCormick School of Engineering and Applied Science, Northwestern University
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基本信息
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个人简介
Research Interests
My research deals with high performance data mining and their applications in materials science, healthcare, social media, bioinformatics, etc., with most of the applications research done in collaboration with other researchers in respective fields.
Our ability to collect huge amounts of data (popularly known as big data) in practically all fields has greatly surpassed our analytical capability to make sense of it, underscoring the emergence and popularity of the Fourth paradigm of science, which is data-driven science and discovery. The challenge in big data mining lies not only in the size and scale of the data, but also its complexity – high-dimensional, multi-scale, spatio-temporal, and other types of complex data are becoming more commonplace. Further, different application domains introduce their own challenges and constraints. My research on high performance data mining aims at a coherent integration of high performance computing (HPC) and data mining, so as to address these challenges and enable large-scale data-guided discovery in various application domains.
My research deals with high performance data mining and their applications in materials science, healthcare, social media, bioinformatics, etc., with most of the applications research done in collaboration with other researchers in respective fields.
Our ability to collect huge amounts of data (popularly known as big data) in practically all fields has greatly surpassed our analytical capability to make sense of it, underscoring the emergence and popularity of the Fourth paradigm of science, which is data-driven science and discovery. The challenge in big data mining lies not only in the size and scale of the data, but also its complexity – high-dimensional, multi-scale, spatio-temporal, and other types of complex data are becoming more commonplace. Further, different application domains introduce their own challenges and constraints. My research on high performance data mining aims at a coherent integration of high performance computing (HPC) and data mining, so as to address these challenges and enable large-scale data-guided discovery in various application domains.
研究兴趣
论文共 292 篇作者统计合作学者相似作者
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Yuwei Mao,Shahriyar Keshavarz, Muhammed Nur Talha Kilic,Kewei Wang, Youjia Li,Andrew C. E. Reid,Wei-keng Liao,Alok Choudhary,Ankit Agrawal
SCRIPTA MATERIALIA (2025)
MICROSCOPY AND MICROANALYSISno. 3 (2024): 456-465
Samuel W Fenske, Alec Peltekian, Mengija Kang,Nikolay S Markov, Mengou Zhu, Kevin Grudzinski, Melissa J Bak,Anna Pawlowski,Vishu Gupta,Yuwei Mao, Stanislav Bratchikov,Thomas Stoeger,Luke V Rasmussen,Alok N Choudhary,Alexander V Misharin,Benjamin D Singer,GR Scott Budinger,Richard D Wunderink,Ankit Agrawal,Catherine A Gao, NU Script Study Investigators
medrxiv(2024)
Vishu Gupta, Youjia Li, Alec Peltekian, Muhammed Nur Talha Kilic,Wei-keng Liao,Alok Choudhary,Ankit Agrawal
JOURNAL OF CHEMINFORMATICSno. 1 (2024)
Kewei Wang, Vishu Gupta, Claire Songhyun Lee, Yuwei Mao, Muhammed Nur Talha Kilic, Youjia Li, Zanhua Huang,Wei-Keng Liao,Alok Choudhary,Ankit Agrawal
Scientific Reportsno. 1 (2024): 1-12
Alexandra L. Day,Carolin B. Wahl, Roberto dos Reis,Wei-keng Liao,Vinayak P. Dravid,Alok Choudhary,Ankit Agrawal
CIKM '24 Proceedings of the 33rd ACM International Conference on Information and Knowledge Managementpp.4462-4469, (2024)
Kamal Choudhary,Daniel Wines,Kangming Li,Kevin F. Garrity,Vishu Gupta,Aldo H. Romero,Jaron T. Krogel,Kayahan Saritas,Addis Fuhr,Panchapakesan Ganesh,Paul R. C. Kent,Keqiang Yan,Yuchao Lin,Shuiwang Ji,Ben Blaiszik,Patrick Reiser,Pascal Friederich,Ankit Agrawal,Pratyush Tiwary,Eric Beyerle,Peter Minch,Trevor David Rhone,Ichiro Takeuchi,Robert B. Wexler,Arun Mannodi-Kanakkithodi,Elif Ertekin,Avanish Mishra,Nithin Mathew,Mitchell Wood, Andrew Dale Rohskopf,Jason Hattrick-Simpers,Shih-Han Wang,Luke E. K. Achenie,Hongliang Xin,Maureen Williams,Adam J. Biacchi,Francesca Tavazza
NPJ COMPUTATIONAL MATERIALSno. 1 (2024)
Claire Songhyun Lee, V. Hewes,Giuseppe Cerati,Kewei Wang,Adam Aurisano,Ankit Agrawal,Alok Choudhary,Wei-Keng Liao
Frontiers in High Performance Computing (2024)
NPJ COMPUTATIONAL MATERIALSno. 1 (2024)
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作者统计
#Papers: 298
#Citation: 12245
H-Index: 50
G-Index: 105
Sociability: 6
Diversity: 0
Activity: 4
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