
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
Follow
Claim
分享
Follow
Claim
分享
基本信息
views: 2976

Bio
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.
Research Interests
Papers共 312 篇Author StatisticsCo-AuthorSimilar Experts
By YearBy Citation主题筛选期刊级别筛选合作者筛选合作机构筛选
时间
引用量
主题
期刊级别
合作者
合作机构
Vijeeth Guggilla,Mengjia Kang, Melissa J Bak, Steven D Tran,Anna Pawlowski,Prasanth Nannapaneni, Luke V Rasmussen,Daniel Schneider,Helen Donnelly,Ankit Agrawal, David Liebovitz,Alexander V Misharin, Gr Scott Budinger,Richard G Wunderink,Theresa L Walunas,Catherine A Gao, NU SCRIPT Study Investigators
medRxiv the preprint server for health sciences (2025)
arxiv(2025)
Cited0Views0Bibtex
0
0
INTERNATIONAL JOURNAL OF PLASTICITY (2025)
Alexandra L Day,Carolin B Wahl,Roberto Dos Reis,Wei-Keng Liao, Youjia Li, Muhammed Nur Talha Kilic,Chad A Mirkin, Vinayak P Dravid,Alok Choudhary,Ankit Agrawal
Scientific reportsno. 1 (2025): 17180-17180
Alec K Peltekian, Kevin M Grudzinski, Bradford C Bemiss, Jane E Dematte,Carrie Richardson, Nikolay S Markov,Mary Carns, Kathleen Aren, Natania S Field, Mengou Zhu, Alexandra Soriano, Matthew Dapas, Harris Perlman, Aaron Gundersheimer, Kavitha C Selvan, Duncan F Moore,Luke V Rasmussen,John Varga,Monique Hinchcliff, Krishnan Warrior,Catherine A Gao,Richard G Wunderink,Gr Scott Budinger, Alok Choudhary,Alexander V Misharin,Ankit Agrawal, Anthony J Esposito
medRxiv the preprint server for health sciences (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)
Load More
Author Statistics
#Papers: 311
#Citation: 15779
H-Index: 54
G-Index: 121
Sociability: 6
Diversity: 3
Activity: 31
Co-Author
Co-Institution
D-Core
- 合作者
- 学生
- 导师
Data Disclaimer
The page data are from open Internet sources, cooperative publishers and automatic analysis results through AI technology. We do not make any commitments and guarantees for the validity, accuracy, correctness, reliability, completeness and timeliness of the page data. If you have any questions, please contact us by email: report@aminer.cn