• 1546 Citations
20052023
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Research Output 2005 2019

2019

Communication-Efficient Parallelization Strategy for Deep Convolutional Neural Network Training

Lee, S., Agrawal, A., Balaprakash, P., Choudhary, A. N. & Liao, W-K., Feb 8 2019, Proceedings of MLHPC 2018: Machine Learning in HPC Environments, Held in conjunction with SC 2018: The International Conference for High Performance Computing, Networking, Storage and Analysis. Institute of Electrical and Electronics Engineers Inc., p. 47-56 10 p. 8638635. (Proceedings of MLHPC 2018: Machine Learning in HPC Environments, Held in conjunction with SC 2018: The International Conference for High Performance Computing, Networking, Storage and Analysis).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Communication
Supercomputers
Synchronization
Costs
1 Citation (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 1 2019, In : Acta Materialia. 166, p. 335-345 11 p.

Research output: Contribution to journalArticle

Elastic deformation
Composite materials
Microstructure
Materials science
Learning systems

Integration of burst buffer in high-level parallel I/O library for exa-scale computing era

Hou, K., Al-Bahrani, R., Rangel, E., Agrawal, A., Latham, R., Ross, R., Choudhary, A. N. & Liao, W-K., Feb 8 2019, Proceedings of PDSW-DISCS 2018: 3rd Joint International Workshop on Parallel Data Storage and Data Intensive Scalable Computing Systems, Held in conjunction with SC 2018: The International Conference for High Performance Computing, Networking, Storage and Analysis. Institute of Electrical and Electronics Engineers Inc., p. 1-12 12 p. 8638428. (Proceedings of PDSW-DISCS 2018: 3rd Joint International Workshop on Parallel Data Storage and Data Intensive Scalable Computing Systems, Held in conjunction with SC 2018: The International Conference for High Performance Computing, Networking, Storage and Analysis).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Supercomputers
Computer systems
Agglomeration
1 Citation (Scopus)

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

Paul, A., Acar, P., Liao, W-K., Choudhary, A. N., 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

Parallel DBSCAN Algorithm Using a Data Partitioning Strategy with Spark Implementation

Han, D., Agrawal, A., Liao, W-K. & Choudhary, A. N., Jan 22 2019, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Song, Y., Liu, B., Lee, K., Abe, N., Pu, C., Qiao, M., Ahmed, N., Kossmann, D., Saltz, J., Tang, J., He, J., Liu, H. & Hu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 305-312 8 p. 8622258. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electric sparks
Parallel algorithms
Scalability
Merging
Processing
2018

#Alzheimer’s and dementia

Danilovich, M. K., Tsay, J., Al-Bahrani, R., Choudhary, A. N. & 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
3 Citations (Scopus)

A deep adversarial learning methodology for designing microstructural material systems

Li, X., Yang, Z., Catherine Brinson, L., Choudhary, A. N., Agrawal, A. & Chen, W., Jan 1 2018, 44th Design Automation Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2B-2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Microstructure
Material Design
Methodology
Information Loss
Latent Variables
Fatigue Strength
Alloy steel
Data mining
Steel
Data Mining

Building halo merger trees from the Q continuum simulation

Rangel, E., Frontiere, N., Habib, S., Heitmann, K., Liao, W-K., Agrawal, A. & Choudhary, A. N., Feb 7 2018, Proceedings - 24th IEEE International Conference on High Performance Computing, HiPC 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-December. p. 398-407 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Mergers
Merging
Substructure
Continuum
Galaxies
3 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
2 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
9 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 1 2018, In : Computational Materials Science. 151, p. 278-287 10 p.

Research output: Contribution to journalArticle

linkages
Linkage
learning
Mining
Composite
2 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
3 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. N., 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

Full-duplex inter-group all-to-all broadcast algorithms with optimal bandwidth

Kang, Q., Agrawal, A., Träff, J. L., Choudhary, A. N., Al-Bahrani, R. & Liao, W-K., Sep 23 2018, EuroMPI 2018 - Proceedings of the 25th European MPI Users' Group Meeting. Association for Computing Machinery, a1. (ACM International Conference Proceeding Series).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Bandwidth
Communication
Supercomputers
Parallel algorithms
Experiments
1 Citation (Scopus)

Machine-learning-accelerated high-throughput materials screening: Discovery of novel quaternary Heusler compounds

Kim, K., Ward, L., He, J., Krishna, A., Agrawal, A. & Wolverton, C. M., Dec 4 2018, In : Physical Review Materials. 2, 12, 123801.

Research output: Contribution to journalArticle

machine learning
Learning systems
Screening
screening
Throughput
3 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 1 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

Parallel Deep Convolutional Neural Network Training by Exploiting the Overlapping of Computation and Communication

Lee, S., Jha, D., Agrawal, A., Choudhary, A. N. & Liao, W-K., Feb 7 2018, Proceedings - 24th IEEE International Conference on High Performance Computing, HiPC 2017. Institute of Electrical and Electronics Engineers Inc., p. 183-192 10 p. (Proceedings - 24th IEEE International Conference on High Performance Computing, HiPC 2017; vol. 2017-December).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Overlapping
Neural Networks
Neural networks
Communication
Parallelization
4 Citations (Scopus)
Stoichiometry
Seebeck coefficient
Learning systems
Machine Learning
Restriction
2 Citations (Scopus)

Towards autonomic science infrastructure: Architecture, limitations, and open issues

Kettimuthu, R., Liu, Z., Foster, I., Beckman, P. H., Sim, A., Wu, K., Liao, W-K., Kang, Q., Agrawal, A. & Choudhary, A. N., Jun 11 2018, Proceedings of the 1st International Workshop on Autonomous Infrastructure for Science, AI-Science 2018 - In conjunction with HPDC. Association for Computing Machinery, Inc, a2

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Natural sciences computing
Learning systems
Learning algorithms
Computer systems
2017
1 Citation (Scopus)

A Formation Energy Predictor for Crystalline Materials Using Ensemble Data Mining

Agrawal, A., Meredig, B., Wolverton, C. M. & Choudhary, A. N., Jan 30 2017, Proceedings - 16th IEEE International Conference on Data Mining Workshops, ICDMW 2016. Baeza-Yates, R., Gullo, F., Domeniconi, C., Bonchi, F., Domingo-Ferrer, J., Baeza-Yates, R., Wu, X., Baeza-Yates, R., Bonchi, F. & Zhou, Z-H. (eds.). IEEE Computer Society, p. 1276-1279 4 p. 7836814. (IEEE International Conference on Data Mining Workshops, ICDMW).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data mining
Crystalline materials
Chemical analysis
Density functional theory
Carrier concentration

A hybrid training algorithm for recurrent neural network using particle swarm optimization-based preprocessing and temporal error aggregation

Kang, Q., Liao, W-K., Agrawal, A. & Choudhary, A. N., Dec 15 2017, Proceeding - 17th IEEE International Conference on Data Mining Workshops, ICDMW 2017. Gottumukkala, R., Karypis, G., Raghavan, V., Wu, X., Miele, L., Aluru, S., Ning, X. & Dong, G. (eds.). IEEE Computer Society, p. 812-817 6 p. (IEEE International Conference on Data Mining Workshops, ICDMW; vol. 2017-November).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Recurrent neural networks
Backpropagation
Particle swarm optimization (PSO)
Agglomeration
Time series

Analyzing Informal Caregiving Expression in Social Media

Al-Bahrani, R., Danilovich, M. K., Liao, W-K., Choudhary, A. N. & Agrawal, A., Dec 15 2017, Proceeding - 17th IEEE International Conference on Data Mining Workshops, ICDMW 2017. IEEE Computer Society, Vol. 2017-November. p. 342-349 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Health
Statistics
38 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. N. & 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

Distinguish polarity in bag-of-words visualization

Xie, Y., Chen, Z., Agrawal, A. & Choudhary, A., Jan 1 2017, 31st AAAI Conference on Artificial Intelligence, AAAI 2017. AAAI press, p. 3344-3350 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Visualization
Semantics
Neural networks
Experiments
1 Citation (Scopus)

Five Year Life Expectancy Calculator for Older Adults

Agrawal, A., Mathias, J., Baker, D. & Choudhary, A., Jan 30 2017, Proceedings - 16th IEEE International Conference on Data Mining Workshops, ICDMW 2016. IEEE Computer Society, p. 1280-1283 4 p. 7836815

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Decision making
Health
3 Citations (Scopus)

Forecasting Influenza Levels Using Real-Time Social Media Streams

Lee, K., Agrawal, A. & Choudhary, A. N., Sep 8 2017, Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017. Cummins, M., Facelli, J., Meixner, G., Giraud-Carrier, C. & Nakajima, H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 409-414 6 p. 8031183. (Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Social Media
Human Influenza
Centers for Disease Control and Prevention (U.S.)
Pandemics
Resource Allocation
5 Citations (Scopus)

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

Gagorik, A. G., Savoie, B., Jackson, N., Agrawal, A., Choudhary, A. N., 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
28 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. N. & Wolverton, C. M., 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. N., 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
2 Citations (Scopus)

Medical Concept Normalization for Online User-Generated Texts

Lee, K., Hasan, S. A., Farri, O., Choudhary, A. N. & Agrawal, A., Sep 8 2017, Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017. Cummins, M., Facelli, J., Meixner, G., Giraud-Carrier, C. & Nakajima, H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 462-469 8 p. 8031195. (Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Social Media
Health
Language
Benchmarking
Terminology
1 Citation (Scopus)

Parallel Implementation of Lossy Data Compression for Temporal Data Sets

Yuan, Z., Hendrix, W., Son, S. W., Federrath, C., Agrawal, A., Liao, W-K. & Choudhary, A. N., Feb 1 2017, Proceedings - 23rd IEEE International Conference on High Performance Computing, HiPC 2016. Institute of Electrical and Electronics Engineers Inc., p. 62-71 10 p. 7839670. (Proceedings - 23rd IEEE International Conference on High Performance Computing, HiPC 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data compression
Astrophysics
Parallel processing systems
Fluid dynamics
Climate change
3 Citations (Scopus)

Predicting the Outcome of Startups: Less Failure, More Success

Krishna, A., Agrawal, A. & Choudhary, A. N., Jan 30 2017, Proceedings - 16th IEEE International Conference on Data Mining Workshops, ICDMW 2016. Baeza-Yates, R., Gullo, F., Domeniconi, C., Bonchi, F., Domingo-Ferrer, J., Baeza-Yates, R., Wu, X., Baeza-Yates, R., Bonchi, F. & Zhou, Z-H. (eds.). IEEE Computer Society, p. 798-805 8 p. 7836749

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data mining
Seed
Bayesian networks
Time series
Industry
1 Citation (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

Towards Identifying Informal Caregivers of Alzheimer's and Dementia Patients in Social Media

Al-Bahrani, R., Danilovich, M. K., Liao, W-K., Choudhary, A. N. & Agrawal, A., Sep 8 2017, Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017. Institute of Electrical and Electronics Engineers Inc., 1 p. 8031162

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Social Media
Caregivers
Alzheimer Disease
Health
2016
3 Citations (Scopus)

A fatigue strength predictor for steels using ensemble data mining

Agrawal, A. & Choudhary, A. N., Oct 24 2016, CIKM 2016 - Proceedings of the 2016 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, Vol. 24-28-October-2016. p. 2497-2500 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Steel
Fatigue
Data mining
Predictors
World Wide Web
1 Citation (Scopus)

A filtering-based clustering algorithm for improving spatio-temporal kriging interpolation accuracy

Kang, Q., Liao, W-K., Agrawal, A. & Choudhary, A. N., Oct 24 2016, CIKM 2016 - Proceedings of the 2016 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, Vol. 24-28-October-2016. p. 2209-2214 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Interpolation
Kriging
Clustering algorithm
Test statistic
Mean square error of prediction
101 Citations (Scopus)
Learning systems
Machine Learning
Predictive Model
Band Gap
Energy gap
2 Citations (Scopus)

AGORAS: A fast algorithm for estimating medoids in large datasets

Rangel, E. M., Hendrix, W., Agrawal, A., Liao, W-K. & Choudhary, A. N., Jan 1 2016, In : Procedia Computer Science. 80, p. 1159-1169 11 p.

Research output: Contribution to journalConference article

Pulse amplitude modulation
Heuristic algorithms
Data structures
Computational complexity
10 Citations (Scopus)

A novel scalable DBSCAN algorithm with spark

Han, D., Agrawal, A., Liao, W-K. & Choudhary, A. N., Jul 18 2016, Proceedings - 2016 IEEE 30th International Parallel and Distributed Processing Symposium, IPDPS 2016. Institute of Electrical and Electronics Engineers Inc., p. 1393-1402 10 p. 7530030

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electric sparks
Communication
Fault tolerance
Application programming interfaces (API)
Parallel algorithms
90 Citations (Scopus)

Classification of sentiment reviews using n-gram machine learning approach

Tripathy, A., Agrawal, A. & Rath, S. K., Sep 15 2016, In : Expert Systems with Applications. 57, p. 117-126 10 p.

Research output: Contribution to journalArticle

Learning systems
Blogs
Learning algorithms
Support vector machines
Marketing
1 Citation (Scopus)

Evaluation of K-means data clustering algorithm on Intel Xeon Phi

Lee, S., Liao, W-K., Agrawal, A., Hardavellas, N. & Choudhary, A. N., Jan 1 2016, Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016. Ak, R., Karypis, G., Xia, Y., Hu, X. T., Yu, P. S., Joshi, J., Ungar, L., Liu, L., Sato, A-H., Suzumura, T., Rachuri, S., Govindaraju, R. & Xu, W. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 2251-2260 10 p. 7840856. (Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Clustering algorithms
Data storage equipment
Hardware
Bandwidth
Processing
1 Citation (Scopus)

Identifying hotspots in five year survival electronic health records of older adults

Agrawal, A., Mathias, J. S., Baker, D. & Choudhary, A. N., Dec 30 2016, 2016 IEEE 6th International Conference on Computational Advances in Bio and Medical Sciences, ICCABS 2016. Institute of Electrical and Electronics Engineers Inc., 7802773

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electronic Health Records
Association rules
Hot Spot
health services
Healthcare
7 Citations (Scopus)

Materials discovery: Understanding polycrystals from large-scale electron patterns

Liu, R., Agrawal, A., Liao, W-K., Choudhary, A. N. & De Graef, M., Jan 1 2016, Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016. Institute of Electrical and Electronics Engineers Inc., p. 2261-2269 9 p. 7840857

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image understanding
Polycrystals
Materials science
Glossaries
Learning systems
3 Citations (Scopus)

Parallel community detection algorithm using a data partitioning strategy with pairwise subdomain duplication

Palsetia, D., Hendrix, W., Lee, S., Agrawal, A., Liao, W-K. & Choudhary, A. N., Jan 1 2016, High Performance Computing - 31st International Conference, ISC High Performance 2016, Proceedings. Springer Verlag, Vol. 9697. p. 98-115 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9697).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data Partitioning
Community Detection
Duplication
Pairwise
Parallel algorithms

Parallel DTFE surface density field reconstruction

Rangel, E., Li, N., Habib, S., Peterka, T., Agrawal, A., Liao, W-K. & Choudhary, A. N., Dec 6 2016, Proceedings - 2016 IEEE International Conference on Cluster Computing, CLUSTER 2016. Institute of Electrical and Electronics Engineers Inc., p. 30-39 10 p. 7776476

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Resource allocation
Interpolation
Data storage equipment
Software packages
Processing
89 Citations (Scopus)
Materials science
Genes
Big data
Processing
Costs
1 Citation (Scopus)

PinterNet: A thematic label curation tool for large image datasets

Liu, R., Palsetia, D., Paul, A., Al-Bahrani, R., Jha, D., Liao, W-K., Agrawal, A. & Choudhary, A. N., Jan 1 2016, Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016. Ak, R., Karypis, G., Xia, Y., Hu, X. T., Yu, P. S., Joshi, J., Ungar, L., Liu, L., Sato, A-H., Suzumura, T., Rachuri, S., Govindaraju, R. & Xu, W. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 2353-2362 10 p. 7840868

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Image classification
Image segmentation
Labeling
Computer vision
9 Citations (Scopus)

Predictive analytics for crystalline materials: Bulk modulus

Furmanchuk, A., Agrawal, A. & Choudhary, A. N., 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

Towards Informal Caregiver Identification in Social Media

Al-Bahrani, R., Danilovich, M. K., Agrawal, A. & Choudhary, A., Dec 6 2016, Proceedings - 2016 IEEE International Conference on Healthcare Informatics, ICHI 2016. Institute of Electrical and Electronics Engineers Inc., 1 p. 7776397

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Social Media
social media
Caregivers
caregiver