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Research Output 1987 2019

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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
learning
Density functional theory
Materials properties
density functional theory
predictions
11 Citations (Scopus)

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

Elastic deformation
Composite materials
Microstructure
Materials science
Learning systems
7 Citations (Scopus)

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

machine learning
Learning systems
Microstructure
Machine Learning
Feedback
2 Citations (Scopus)
Dermatoglyphics
Donor Selection
Molecules
Neural Networks (Computer)
Vulnerable Populations

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

Collective Communication
Communication
Large Data
Supercomputer
Vertex of a graph

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

Colonic Neoplasms
Survival
SEER Program
ROC Curve
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

Alzheimer Disease
Social Support
Memory Disorders
Social Work
Caregivers
6 Citations (Scopus)
Fatigue Strength
Alloy steel
Data mining
Steel
Data Mining
12 Citations (Scopus)

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

Recurrent neural networks
3D printers
Geometry
Process control
Physics
4 Citations (Scopus)

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

Tuning
Microstructure
Military vehicles
Yield stress
Costs
24 Citations (Scopus)

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

linkages
Linkage
learning
Mining
Composite
22 Citations (Scopus)

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

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

Research output: Contribution to journalArticle

Learning
Neural Networks (Computer)
Artificial Intelligence
Machine Learning
11 Citations (Scopus)

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

Polycrystalline materials
disorientation
Electron diffraction
Crystal orientation
Diffraction patterns
12 Citations (Scopus)

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

Microstructure
Deep learning
Energy absorption
Network architecture
Scalability
11 Citations (Scopus)
Stoichiometry
Seebeck coefficient
Learning systems
Machine Learning
Restriction
2017
5 Citations (Scopus)

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

Arbitration
Supercomputers
Supercomputer
Work Flow
Weather forecasting
22 Citations (Scopus)

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
Learning systems
Microstructure
Composite materials
Data structures
Computational efficiency
99 Citations (Scopus)

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

asphalt
Pavements
Computer vision
Portland cement
Asphalt
8 Citations (Scopus)

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

Butyric acid
Butyric Acid
butyric acid
esters
Esters
51 Citations (Scopus)

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

machine learning
energy of formation
Learning systems
Density functional theory
Crystal structure

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

Vote
Uncertainty
Prediction
Prediction Model
Voting
6 Citations (Scopus)

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

Storage System
Bandwidth
Path
Program processors
Data storage equipment
2 Citations (Scopus)

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

Association reactions
Association rules
Scalability
Sampling
2016
182 Citations (Scopus)
Learning systems
Machine Learning
Predictive Model
Band Gap
Energy gap
9 Citations (Scopus)

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

Chaos theory
Spamming
Internet
Inspection
162 Citations (Scopus)
Materials science
Genes
Big data
Processing
Costs
14 Citations (Scopus)

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

Elastic moduli
Crystalline materials
Density functional theory
Physical properties
Atoms
2015
49 Citations (Scopus)
Learning systems
Microstructure
Supervised learning
Materials properties
Nanocomposites
61 Citations (Scopus)

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

Plastics
Theoretical Models
Machine Learning
11 Citations (Scopus)

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

Maximum Clique Problem
Community Detection
Fast Algorithm
Overlapping
Exact Algorithms

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

HPSS
Parallel I/O
Storage System
Profiling
Visualization
23 Citations (Scopus)

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
Data mining
Learning systems
Composite materials
Materials science
Feature extraction
2014
186 Citations (Scopus)

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

machine learning
Learning systems
Screening
screening
Density functional theory
15 Citations (Scopus)

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

Data compression
Data reduction
Costs
4 Citations (Scopus)

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

twitter
community
facebook
social media
Industry
61 Citations (Scopus)

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
Steel
Physics
Processing
Chemical analysis
Fatigue of materials
17 Citations (Scopus)

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

Computational linguistics
Problem-Based Learning
Labeling
Identification (control systems)
Supervised learning
21 Citations (Scopus)

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

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
Normal distribution
Data structures
Nearest neighbor search
Data storage equipment
17 Citations (Scopus)

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

data mining
climate
Data mining
physics
Physics
2013
33 Citations (Scopus)

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

sorting algorithms
central processing units
sorting
communication
random numbers
39 Citations (Scopus)

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

Electronic Health Records
Life Expectancy
Comorbidity
Blood Pressure
Sodium Potassium Chloride Symporter Inhibitors
11 Citations (Scopus)

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

Hurricanes
Rain
Time varying networks
Complex networks
Seed
1 Citation (Scopus)

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

Field programmable gate arrays (FPGA)
Hardware
Systolic arrays
Bioinformatics
Substitution reactions
15 Citations (Scopus)

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

Pavements
Data mining
Asphalt pavements
Decision trees
Asphalt
6 Citations (Scopus)

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

Data transfer
Electric power utilization
Energy utilization
Communication
2012
23 Citations (Scopus)

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

Astrophysics
astrophysics
output
Output
Thermonuclear reactions
16 Citations (Scopus)

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

Sequence Alignment
Statistical Significance
Harvesting
Pairwise
Alignment
24 Citations (Scopus)
Random Forest
Enzymes
Classify
Proteins
Predict
13 Citations (Scopus)

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

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

Research output: Contribution to journalArticle

Software design
Parallel processing systems
Large scale systems
Synchronization
Servers