• 9202 Citations
1987 …2023

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2019

Enhancing materials property prediction by leveraging computational and experimental data using deep transfer learning

Jha, D., Choudhary, K., Tavazza, F., Liao, W. K., Choudhary, A., Campbell, C. & Agrawal, A., Dec 1 2019, In : Nature communications. 10, 1, 5316.

Research output: Contribution to journalArticle

Open Access
2 Scopus citations

Establishing structure-property localization linkages for elastic deformation of three-dimensional high contrast composites using deep learning approaches

Yang, Z., Yabansu, Y. C., Jha, D., Liao, W. K., Choudhary, A. N., Kalidindi, S. R. & Agrawal, A., Mar 2019, In : Acta Materialia. 166, p. 335-345 11 p.

Research output: Contribution to journalArticle

13 Scopus citations

Microstructure optimization with constrained design objectives using machine learning-based feedback-aware data-generation

Paul, A., Acar, P., Liao, W. K., Choudhary, A., Sundararaghavan, V. & Agrawal, A., Apr 1 2019, In : Computational Materials Science. 160, p. 334-351 18 p.

Research output: Contribution to journalArticle

7 Scopus citations
3 Scopus citations

Scalable Algorithms for MPI Intergroup Allgather and Allgatherv

Kang, Q., Träff, J. L., Al-Bahrani, R., Agrawal, A., Choudhary, A. & Liao, W. K., Jul 2019, In : Parallel Computing. 85, p. 220-230 11 p.

Research output: Contribution to journalArticle

Survivability prediction of colon cancer patients using neural networks

Al-Bahrani, R., Agrawal, A. & Choudhary, A., Sep 1 2019, In : Health Informatics Journal. 25, 3, p. 878-891 14 p.

Research output: Contribution to journalArticle

2018

#Alzheimer’s and dementia

Danilovich, M. K., Tsay, J., Al-Bahrani, R., Choudhary, A. & Agrawal, A., Jan 1 2018, In : Topics in Geriatric Rehabilitation. 34, 1, p. 48-53 6 p.

Research output: Contribution to journalArticle

7 Scopus citations

Data-driven prediction of the high-dimensional thermal history in directed energy deposition processes via recurrent neural networks

Mozaffar, M., Paul, A., Al-Bahrani, R., Wolff, S., Choudhary, A. N., Agrawal, A., Ehmann, K. & Cao, J., Oct 1 2018, In : Manufacturing Letters. 18, p. 35-39 5 p.

Research output: Contribution to journalArticle

14 Scopus citations

Data samplingschemes formicrostructure designwith vibrational tuning constraints

Paul, A., Acar, P., Liu, R., Liao, W-K., Choudhary, A. N., Sundararaghavan, V. & Agrawal, A., Jan 1 2018, In : AIAA Journal. 56, 3, p. 1239-1250 12 p.

Research output: Contribution to journalArticle

4 Scopus citations

Deep learning approaches for mining structure-property linkages in high contrast composites from simulation datasets

Yang, Z., Yabansu, Y. C., Al-Bahrani, R., Liao, W. K., Choudhary, A. N., Kalidindi, S. R. & Agrawal, A., Aug 2018, In : Computational Materials Science. 151, p. 278-287 10 p.

Research output: Contribution to journalArticle

31 Scopus citations

ElemNet: Deep Learning the Chemistry of Materials From Only Elemental Composition

Jha, D., Ward, L., Paul, A., Liao, W. K., Choudhary, A., Wolverton, C. & Agrawal, A., Dec 1 2018, In : Scientific reports. 8, 1, 17593.

Research output: Contribution to journalArticle

29 Scopus citations

Extracting grain orientations from EBSD patterns of polycrystalline materials using convolutional neural networks

Jha, D., Singh, S., Al-Bahrani, R., Liao, W. K., Choudhary, A., De Graef, M. & Agrawal, A., Oct 1 2018, In : Microscopy and Microanalysis. 24, 5, p. 497-502 6 p.

Research output: Contribution to journalArticle

11 Scopus citations

Microstructural materials design via deep adversarial learning methodology

Yang, Z., Li, X., Brinson, L. C., Choudhary, A. N., Chen, W. & Agrawal, A., Nov 2018, In : Journal of Mechanical Design, Transactions of the ASME. 140, 11, 111416.

Research output: Contribution to journalArticle

16 Scopus citations
13 Scopus citations
2017

A flexible I/O arbitration framework for netCDF-based big data processing workflows on high-end supercomputers

Liao, J., Gerofi, B., Lien, G. Y., Miyoshi, T., Nishizawa, S., Tomita, H., Liao, W. K., Choudhary, A. & Ishikawa, Y., Aug 10 2017, In : Concurrency Computation. 29, 15, e4161.

Research output: Contribution to journalArticle

5 Scopus citations

Context Aware Machine Learning Approaches for Modeling Elastic Localization in Three-Dimensional Composite Microstructures

Liu, R., Yabansu, Y. C., Yang, Z., Choudhary, A. N., Kalidindi, S. R. & Agrawal, A., 2017, In : Integrating Materials and Manufacturing Innovation. 6, 2, p. 160–171 12 p.

Research output: Contribution to journalArticle

Open Access
22 Scopus citations

Deep Convolutional Neural Networks with transfer learning for computer vision-based data-driven pavement distress detection

Gopalakrishnan, K., Khaitan, S. K., Choudhary, A. & Agrawal, A., Dec 30 2017, In : Construction and Building Materials. 157, p. 322-330 9 p.

Research output: Contribution to journalArticle

123 Scopus citations

Improved Scaling of Molecular Network Calculations: The Emergence of Molecular Domains

Gagorik, A. G., Savoie, B., Jackson, N., Agrawal, A., Choudhary, A., Ratner, M. A., Schatz, G. C. & Kohlstedt, K. L., Jan 19 2017, In : Journal of Physical Chemistry Letters. 8, 2, p. 415-421 7 p.

Research output: Contribution to journalArticle

8 Scopus citations

Including crystal structure attributes in machine learning models of formation energies via Voronoi tessellations

Ward, L., Liu, R., Krishna, A., Hegde, V. I., Agrawal, A., Choudhary, A. & Wolverton, C., Jul 14 2017, In : Physical Review B. 96, 2, 024104.

Research output: Contribution to journalArticle

53 Scopus citations

Legislative prediction with dual uncertainty minimization from heterogeneous information

Cheng, Y., Agrawal, A., Liu, H. & Choudhary, A., Apr 1 2017, In : Statistical Analysis and Data Mining. 10, 2, p. 107-120 14 p.

Research output: Contribution to journalArticle

Reducing I/O variability using dynamic I/O path characterization in petascale storage systems

Son, S. W., Sehrish, S., Liao, W. K., Oldfield, R. & Choudhary, A., May 1 2017, In : Journal of Supercomputing. 73, 5, p. 2069-2097 29 p.

Research output: Contribution to journalArticle

7 Scopus citations

SILVERBACK+: scalable association mining via fast list intersection for columnar social data

Xie, Y., Chen, Z., Palsetia, D., Trajcevski, G., Agrawal, A. & Choudhary, A., Mar 1 2017, In : Knowledge and Information Systems. 50, 3, p. 969-997 29 p.

Research output: Contribution to journalArticle

4 Scopus citations
2016
204 Scopus citations

Beating the Artificial Chaos: Fighting OSN Spam Using Its Own Templates

Zhu, T., Gao, H., Yang, Y., Bu, K., Chen, Y., Downey, D., Lee, K. & Choudhary, A. N., Dec 2016, In : IEEE/ACM Transactions on Networking. 24, 6, p. 3856-3869 14 p., 7467532.

Research output: Contribution to journalArticle

11 Scopus citations
177 Scopus citations

Predictive analytics for crystalline materials: Bulk modulus

Furmanchuk, AO., Agrawal, A. & Choudhary, A., Jan 1 2016, In : RSC Advances. 6, 97, p. 95246-95251 6 p.

Research output: Contribution to journalArticle

15 Scopus citations
2015
52 Scopus citations

A predictive machine learning approach for microstructure optimization and materials design

Liu, R., Kumar, A., Chen, Z., Agrawal, A., Sundararaghavan, V. & Choudhary, A., Jun 23 2015, In : Scientific reports. 5, 11551.

Research output: Contribution to journalArticle

66 Scopus citations

Fast algorithms for the maximum clique problem on massive graphs with applications to overlapping community detection

Pattabiraman, B., Patwary, M. M. A., Gebremedhin, A. H., Liao, W. K. & Choudhary, A., Jan 1 2015, In : Internet Mathematics. 11, 4, p. 421-448 28 p.

Research output: Contribution to journalArticle

12 Scopus citations

IOPro: a parallel I/O profiling and visualization framework for high-performance storage systems

Kim, S. J., Zhang, Y., Son, S. W., Kandemir, M., Liao, W. K., Thakur, R. & Choudhary, A., Jan 1 2015, In : Journal of Supercomputing. 71, 3, p. 840-870 31 p.

Research output: Contribution to journalArticle

Machine learning approaches for elastic localization linkages in high-contrast composite materials

Liu, R., Yabansu, Y. C., Agrawal, A., Kalidindi, S. R. & Choudhary, A. N., Dec 1 2015, In : Integrating Materials and Manufacturing Innovation. 4, 1, p. 192-208 17 p.

Research output: Contribution to journalArticle

Open Access
27 Scopus citations
2014

Combinatorial screening for new materials in unconstrained composition space with machine learning

Meredig, B., Agrawal, A., Kirklin, S., Saal, J. E., Doak, J. W., Thompson, A., Zhang, K., Choudhary, A. N. & Wolverton, C. M., Mar 14 2014, In : Physical Review B - Condensed Matter and Materials Physics. 89, 9, 094104.

Research output: Contribution to journalArticle

197 Scopus citations

Data compression for the exascale computing era - survey

Son, S. W., Chen, Z., Hendrix, W., Agrawal, A., Liao, W-K. & Choudhary, A. N., Jan 1 2014, In : Supercomputing Frontiers and Innovations. 1, 2, p. 76-88 13 p.

Research output: Contribution to journalArticle

16 Scopus citations

Excavating social circles via user interests

Palsetia, D., Patwary, M. M. A., Agrawal, A. & Choudhary, A., Jan 1 2014, In : Social Network Analysis and Mining. 4, 1, p. 1-12 12 p., 170.

Research output: Contribution to journalArticle

4 Scopus citations

Exploration of data science techniques to predict fatigue strength of steel from composition and processing parameters

Agrawal, A., Deshpande, P. D., Cecen, A., Basavarsu, G. P., Choudhary, A. N. & Kalidindi, S. R., Dec 1 2014, In : Integrating Materials and Manufacturing Innovation. 3, 1, p. 90-108 19 p.

Research output: Contribution to journalArticle

Open Access
66 Scopus citations

Incorporating conditional random fields and active learning to improve sentiment identification

Zhang, K., Xie, Y., Yang, Y., Sun, A., Liu, H. & Choudhary, A., Oct 2014, In : Neural Networks. 58, p. 60-67 8 p.

Research output: Contribution to journalArticle

18 Scopus citations

MuSES: Multilingual sentiment elicitation system for social media data

Xie, Y., Chen, Z., Zhang, K., Cheng, Y., Honbo, D. K., Agrawal, A. & Choudhary, A. N., Jul 1 2014, In : IEEE Intelligent Systems. 29, 4, p. 34-42 9 p., 6559997.

Research output: Contribution to journalArticle

22 Scopus citations

Randomized Algorithm for Approximate Nearest Neighbor Search in High Dimensions

Buaba, R., Homaifar, A., Hendrix, W., Son, S. W., Liao, W-K. & Choudhary, A. N., 2014, In : Journal of Pattern Recognition Research. 9, 1

Research output: Contribution to journalArticle

Open Access

Toward enhanced understanding and projections of climate extremes using physics-guided data mining techniques

Ganguly, A. R., Kodra, E. A., Agrawal, A., Banerjee, A., Boriah, S., Chatterjee, S. N., Chatterjee, S. O., Choudhary, A., Das, D., Faghmous, J., Ganguli, P., Ghosh, S., Hayhoe, K., Hays, C., Hendrix, W., Fu, Q., Kawale, J., Kumar, D., Kumar, V., Liao, W. & 9 others, Liess, S., Mawalagedara, R., Mithal, V., Oglesby, R., Salvi, K., Snyder, P. K., Steinhaeuser, K., Wang, D. & Wuebbles, D., Jan 1 2014, In : Nonlinear Processes in Geophysics. 21, 4, p. 777-795 19 p.

Research output: Contribution to journalArticle

17 Scopus citations
2013

A parallel monte carlo code for simulating collisional N-body systems

Pattabiraman, B., Umbreit, S., Liao, W-K., Choudhary, A. N., Kalogera, V., Memik, G. & Rasio, F. A., Feb 1 2013, In : Astrophysical Journal, Supplement Series. 204, 2, 15.

Research output: Contribution to journalArticle

36 Scopus citations

Development of a 5 year life expectancy index in older adults using predictive mining of electronic health record data

Mathias, J. S., Agrawal, A., Feinglass, J., Cooper, A. J., Baker, D. W. & Choudhary, A., Aug 29 2013, In : Journal of the American Medical Informatics Association. 20, E1, p. e118-e124

Research output: Contribution to journalArticle

39 Scopus citations

Discovery of extreme events-related communities in contrasting groups of physical system networks

Chen, Z., Hendrix, W., Guan, H., Tetteh, I. K., Choudhary, A., Semazzi, F. & Samatova, N. F., Sep 1 2013, In : Data Mining and Knowledge Discovery. 27, 2, p. 225-258 34 p.

Research output: Contribution to journalArticle

11 Scopus citations

FPGA architecture for pairwise statistical significance estimation

Honbo, D., Pande, A. & Choudhary, A., Aug 8 2013, In : International Journal of High Performance Systems Architecture. 4, 3, p. 121-131 11 p.

Research output: Contribution to journalArticle

1 Scopus citations

Knowledge discovery and data mining in pavement inverse analysis

Gopalakrishnan, K., Agrawal, A., Ceylan, H., Kim, S. & Choudhary, A., Mar 1 2013, In : Transport. 28, 1, p. 1-10 10 p.

Research output: Contribution to journalArticle

15 Scopus citations

The impact of dynamic directories on multicore interconnects

Schuchhardt, M., Das, A., Hardavellas, N., Memik, G. & Choudhary, A. N., Nov 25 2013, Computer, 46, 10, p. 32-39 8 p.

Research output: Contribution to specialist publicationArticle

6 Scopus citations
2012

A case study for scientific I/O: Improving the FLASH astrophysics code

Latham, R., Daley, C., Liao, W. K., Gao, K., Ross, R., Dubey, A. & Choudhary, A., Jan 1 2012, In : Computational Science and Discovery. 5, 1, 015001.

Research output: Contribution to journalArticle

23 Scopus citations

Accelerating pairwise statistical significance estimation for local alignment by harvesting GPU's power.

Zhang, Y., Misra, S., Agrawal, A., Patwary, M. M. A., Liao, W. K., Qin, Z. & Choudhary, A., 2012, In : BMC bioinformatics. 13 Suppl 5, p. S3

Research output: Contribution to journalArticle

16 Scopus citations
25 Scopus citations

Delegation-based I/O mechanism for high performance computing systems

Nisar, A., Liao, W. K. & Choudhary, A., Jan 1 2012, In : IEEE Transactions on Parallel and Distributed Systems. 23, 2, p. 271-279 9 p., 6087361.

Research output: Contribution to journalArticle

13 Scopus citations