Clinical Investigations and Precision Therapeutics Program, CINJ

Research Output 1976 2019

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Conference contribution
2019

3D LV Probabilistic Segmentation in Cardiac MRI Using Generative Adversarial Network

Yang, D., Liu, B., Axel, L. & Metaxas, D., Jan 1 2019, Statistical Atlases and Computational Models of the Heart. Atrial Segmentation and LV Quantification Challenges - 9th International Workshop, STACOM 2018, Held in Conjunction with MICCAI 2018, Revised Selected Papers. Li, S., Mansi, T., McLeod, K., Pop, M., Zhao, J., Sermesant, M., Young, A. & Rhode, K. (eds.). Springer Verlag, p. 181-190 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11395 LNCS).

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

Left Ventricle
Magnetic Resonance Imaging
Magnetic resonance
Cardiac
Segmentation

A computational imaging approach for resolution enhancement in fiber bundle endomicroscopy

Dumas, J. P., Lodhi, M. A., Taki, B. A., Bajwa, W. U. Z. & Pierce, M., Jan 1 2019, Endoscopic Microscopy XIV. Tearney, G. J., Wang, T. D. & Suter, M. J. (eds.). SPIE, 1085416. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10854).

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

Photons
bundles
Imaging techniques
fibers
Fibers

An edge-based framework for enabling data-driven pipelines for IoT systems

Renart, E. G., Balouek-Thomert, D. & Parashar, M., May 1 2019, Proceedings - 2019 IEEE 33rd International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2019. Institute of Electrical and Electronics Engineers Inc., p. 885-894 10 p. 8778344. (Proceedings - 2019 IEEE 33rd International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2019).

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

Internet of Things
Data-driven
Pipelines
Pulsars
Architectural design

Distributed operator placement for IoT data analytics across edge and cloud resources

Gibert Renart, E., Da Silva Veith, A., Balouek-Thomert, D., De Assuncao, M. D., Lefevre, L. & Parashar, M., May 1 2019, Proceedings - 19th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGrid 2019. Institute of Electrical and Electronics Engineers Inc., p. 459-468 10 p. 8752924. (Proceedings - 19th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGrid 2019).

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

Costs and Cost Analysis
Reaction Time
DEAE-Dextran
Internet
Costs

Ensemble-based network edge processing

Petri, I., Zamani, A. R., Balouek-Thomert, D., Rana, O., Rezgui, Y. & Parashar, M., Jan 4 2019, Proceedings - 11th IEEE/ACM International Conference on Utility and Cloud Computing, UCC 2018. Spillner, J. & Sill, A. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 133-142 10 p. 8603160. (Proceedings - 11th IEEE/ACM International Conference on Utility and Cloud Computing, UCC 2018).

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

Processing
Data privacy
Fisheries
Costs
Quality of service

Exploring Power Budget Scheduling Opportunities and Tradeoffs for AMR-Based Applications

Qin, Y., Rodero, I., Subedi, P., Parashar, M. & Rigo, S., Feb 20 2019, Proceedings - 2018 30th International Symposium on Computer Architecture and High Performance Computing, SBAC-PAD 2018. Institute of Electrical and Electronics Engineers Inc., p. 57-64 8 p. 8645941. (Proceedings - 2018 30th International Symposium on Computer Architecture and High Performance Computing, SBAC-PAD 2018).

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

Scheduling
Power quality
Mach number
Degradation

Fast and Communication-efficient Distributed Pca

Gang, A., Raja, H. & Bajwa, W. U. Z., May 1 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 7450-7454 5 p. 8683095. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

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

Principal component analysis
Parallel algorithms
Communication
Covariance matrix

How Secure are Multicarrier Communication Systems Against Signal Exploitation Attacks?

Nooraiepour, A., Hamidouche, K., Bajwa, W. U. Z. & Mandayam, N., Jan 2 2019, 2018 IEEE Military Communications Conference, MILCOM 2018. Institute of Electrical and Electronics Engineers Inc., p. 201-206 6 p. 8599849. (Proceedings - IEEE Military Communications Conference MILCOM; vol. 2019-October).

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

Communication systems
Orthogonal frequency division multiplexing
Transmitters
Deep neural networks

Instance segmentation of neural cells

Yi, J., Wu, P., Jiang, M., Hoeppner, D. J. & Metaxas, D., Jan 1 2019, Computer Vision – ECCV 2018 Workshops, Proceedings. Leal-Taixé, L. & Roth, S. (eds.). Springer Verlag, p. 395-402 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11134 LNCS).

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

Deconvolution
Brain
Segmentation
Cells
Cell

Linguistically-driven framework for computationally efficient and scalable sign recognition

Metaxas, D., Dilsizian, M. & Neidle, C., Jan 1 2019, LREC 2018 - 11th International Conference on Language Resources and Evaluation. Isahara, H., Maegaard, B., Piperidis, S., Cieri, C., Declerck, T., Hasida, K., Mazo, H., Choukri, K., Goggi, S., Mariani, J., Moreno, A., Calzolari, N., Odijk, J. & Tokunaga, T. (eds.). European Language Resources Association (ELRA), p. 1711-1718 8 p. (LREC 2018 - 11th International Conference on Language Resources and Evaluation).

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

learning method
time series
video
linguistics
language

Optimizing performance and computing resource management of in-memory big data analytics with disaggregated persistent memory

Chen, S., Wang, W., Wu, X., Fan, Z., Huang, K., Zhuang, P., Li, Y., Rodero, I., Parashar, M. & Weng, D., May 1 2019, Proceedings - 19th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGrid 2019. Institute of Electrical and Electronics Engineers Inc., p. 21-30 10 p. 8752799. (Proceedings - 19th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGrid 2019).

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

Data storage equipment
Electric sparks
Computer Communication Networks
Computer systems
Costs and Cost Analysis

Runtime Management of Data Quality for Scientific Observatories Using Edge and In-Transit Resources

Zamani, A. R., Balouek-Thomert, D., Villalobos, J. J., Rodero, I. & Parashar, M., Feb 20 2019, Proceedings - 2018 30th International Symposium on Computer Architecture and High Performance Computing, SBAC-PAD 2018. Institute of Electrical and Electronics Engineers Inc., p. 274-281 8 p. 8645940. (Proceedings - 2018 30th International Symposium on Computer Architecture and High Performance Computing, SBAC-PAD 2018).

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

Observatories
Engines
Feedback
Bandwidth
Sensors

Scaling Deep Learning for Cancer with Advanced Workflow Storage Integration

Wozniak, J. M., Davis, P. E., Shu, T., Ozik, J., Collier, N., Parashar, M., Foster, I., Brettin, T. & Stevens, R., 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. 114-123 10 p. 8638629. (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
Supercomputers
Learning systems
Deep learning

Short-wave infrared spatial frequency domain imaging for non-invasive quantification of tissue water content

Sahyoun, C. C., Dumas, J. P., Zhao, Y., Applegate, M. B., Roblyer, D. M. & Pierce, M., Jan 1 2019, Optical Tomography and Spectroscopy of Tissue XIII. Fantini, S. & Taroni, P. (eds.). SPIE, 108740O. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10874).

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

Radio Waves
Water content
moisture content
Tissue
Infrared radiation

Stacker: An autonomic data movement engine for extreme-scale data staging-based in-situ workflows

Subedi, P., Davis, P., Duan, S., Klasky, S., Kolla, H. & Parashar, M., Mar 11 2019, Proceedings - International Conference for High Performance Computing, Networking, Storage, and Analysis, SC 2018. Institute of Electrical and Electronics Engineers Inc., p. 920-930 11 p. 8665795. (Proceedings - International Conference for High Performance Computing, Networking, Storage, and Analysis, SC 2018).

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

Work Flow
Extremes
Engine
Engines
Data storage equipment

Towards a smart, internet-scale cache service for data intensive scientific applications

Qin, Y., Simonet, A., Davis, P. E., Nouri, A., Wang, Z., Parashar, M. & Rodero, I., Jun 17 2019, ScienceCloud 2019 - Proceedings of the 10th Workshop on Scientific Cloud Computing, co-located with HPDC 2019. Association for Computing Machinery, Inc, p. 11-18 8 p. (ScienceCloud 2019 - Proceedings of the 10th Workshop on Scientific Cloud Computing, co-located with HPDC 2019).

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

Internet
Observatories
Quality of service
2018

A view from ORNL: Scientific data research opportunities in the big data age

Klasky, S., Wolf, M., Ainsworth, M., Atkins, C., Choi, J., Eisenhauer, G., Geveci, B., Godoy, W., Kim, M., Kress, J., Kurc, T., Liu, Q., Logan, J., Maccabe, A. B., Mehta, K., Ostrouchov, G., Parashar, M., Podhorszki, N., Pugmire, D., Suchyta, E. & 2 others, Wan, L. & Wang, R., Jul 19 2018, Proceedings - 2018 IEEE 38th International Conference on Distributed Computing Systems, ICDCS 2018. Institute of Electrical and Electronics Engineers Inc., p. 1357-1368 12 p. (Proceedings - International Conference on Distributed Computing Systems; vol. 2018-July).

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

Electric sparks
Explosions
Industry
Big data
1 Citation (Scopus)

Correlation-Based ultrahigh-dimensional variable screening

Ahmed, T. & Bajwa, W. U. Z., Mar 9 2018, 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017. Institute of Electrical and Electronics Engineers Inc., p. 1-5 5 p. (2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017; vol. 2017-December).

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

Screening
screening
inference
Linear Model
Statistical Inference
1 Citation (Scopus)

Coupling exascale multiphysics applications: Methods and lessons learned

Choi, J. Y., Chang, C. S., Dominski, J., Klasky, S., Merlo, G., Suchyta, E., Ainsworth, M., Allen, B., Cappello, F., Churchill, M., Davis, P., Di, S., Eisenhauer, G., Ethier, S., Foster, I., Geveci, B., Guo, H., Huck, K., Jenko, F., Kim, M. & 17 others, Kress, J., Ku, S. H., Liu, Q., Logan, J., Malony, A., Mehta, K., Moreland, K., Munson, T., Parashar, M., Peterka, T., Podhorszki, N., Pugmire, D., Tugluk, O., Wang, R., Whitney, B., Wolf, M. & Wood, C., Dec 24 2018, Proceedings - IEEE 14th International Conference on eScience, e-Science 2018. Institute of Electrical and Electronics Engineers Inc., p. 442-452 11 p. 8588752. (Proceedings - IEEE 14th International Conference on eScience, e-Science 2018).

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

Multiphysics
Physics
physics
Performance Monitoring
Computational complexity
4 Citations (Scopus)

CR-GAN: Learning complete representations for multi-view generation

Tian, Y., Peng, X., Zhao, L., Zhang, S. & Metaxas, D., Jan 1 2018, Proceedings of the 27th International Joint Conference on Artificial Intelligence, IJCAI 2018. Lang, J. (ed.). International Joint Conferences on Artificial Intelligence, p. 942-948 7 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2018-July).

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

Discriminators
Supervised learning
Robotics

Data management, in-situ workflows and extreme scales

Parashar, M., Jun 12 2018, Proceedings of the 8th International Workshop on Runtime and Operating Systems for Supercomputers, ROSS 2018 - In conjunction with HPDC 2018. Association for Computing Machinery, Inc, 3217190. (Proceedings of the 8th International Workshop on Runtime and Operating Systems for Supercomputers, ROSS 2018 - In conjunction with HPDC 2018).

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

Information management
2 Citations (Scopus)

Edge Enhanced Deep Learning System for Large-Scale Video Stream Analytics

Ali, M., Anjum, A., Usman Yaseen, M., Reza Zamani, A., Balouek-Thomert, D., Rana, O. & Parashar, M., May 11 2018, 2018 IEEE 2nd International Conference on Fog and Edge Computing, ICFEC 2018 - In conjunction with 18th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, IEEE/ACM CCGrid 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-10 10 p. (2018 IEEE 2nd International Conference on Fog and Edge Computing, ICFEC 2018 - In conjunction with 18th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, IEEE/ACM CCGrid 2018).

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

Learning systems
Fog
Object recognition
Processing
Data acquisition

Generalized geometric programming for rate allocation in consensus

Pilgrim, R., Zhu, J., Baron, D. & Bajwa, W. U. Z., Jan 17 2018, 55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017. Institute of Electrical and Electronics Engineers Inc., p. 374-381 8 p. (55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017; vol. 2018-January).

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

Geometric Programming
Lossy Compression
Side Information
Coding
Sample mean
10 Citations (Scopus)

Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation

Peng, X., Tang, Z., Yang, F., Feris, R. S. & Metaxas, D., Dec 14 2018, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018. IEEE Computer Society, p. 2226-2234 9 p. 8578335. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

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

Discriminators
Ablation
2 Citations (Scopus)

Learning to forecast and refine residual motion for image-to-video generation

Zhao, L., Peng, X., Tian, Y., Kapadia, M. & Metaxas, D., Jan 1 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Weiss, Y., Ferrari, V., Sminchisescu, C. & Hebert, M. (eds.). Springer Verlag, p. 403-419 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11219 LNCS).

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

Forecast
Motion
Experiments
Facial Expression
Leverage

Message from DataCom 2018 program chairs and general chairs

Xia, F., Sgouropoulou, C., Parashar, M. & Skourlas, C., Oct 26 2018, Proceedings - IEEE 16th International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-6 6 p. 8511855. (Proceedings - IEEE 16th International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018).

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

Cryptography
Attribute
Identity-based Encryption
Voting
Social Networks
4 Citations (Scopus)

Multi-component deformable models coupled with 2D-3D U-Net for automated probabilistic segmentation of cardiac walls and blood

Yang, D., Huang, Q., Axel, L. & Metaxas, D., May 23 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. IEEE Computer Society, p. 479-483 5 p. (Proceedings - International Symposium on Biomedical Imaging; vol. 2018-April).

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

Magnetic resonance
Endocardium
Blood
Pericardium
Magnetic Resonance Imaging
2 Citations (Scopus)

Quantized Densely Connected U-Nets for Efficient Landmark Localization

Tang, Z., Peng, X., Geng, S., Wu, L., Zhang, S. & Metaxas, D., Jan 1 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Ferrari, V., Sminchisescu, C., Hebert, M. & Weiss, Y. (eds.). Springer Verlag, p. 348-364 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11207 LNCS).

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

Landmarks
Data storage equipment
Connectivity
Testing
Iterative Refinement

Show Me a Story: Towards Coherent Neural Story Illustration

Ravi, H., Wang, L., Muniz, C. M., Sigal, L., Metaxas, D. & Kapadia, M., Dec 14 2018, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018. IEEE Computer Society, p. 7613-7621 9 p. 8578892. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

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

Experiments
3 Citations (Scopus)

STARK: Structured dictionary learning through rank-one tensor recovery

Ghassemi, M., Shakeri, Z., Sarwate, A. & Bajwa, W. U. Z., Mar 9 2018, 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017. Institute of Electrical and Electronics Engineers Inc., p. 1-5 5 p. (2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017; vol. 2017-December).

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

dictionaries
Glossaries
learning
Tensors
Recovery

Supporting Real-Time Jobs on the IBM Blue Gene/Q: Simulation-Based Study

Wang, D., Jung, E. S., Kettimuthu, R., Foster, I., Foran, D. & Parashar, M., Jan 1 2018, Job Scheduling Strategies for Parallel Processing - 21st International Workshop, JSSPP 2017,Revised Selected Papers. Desai, N., Klusacek, D. & Cirne, W. (eds.). Springer Verlag, p. 83-102 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10773 LNCS).

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

Batch
Genes
Gene
Real-time
Simulation
8 Citations (Scopus)

Toward marker-free 3D pose estimation in lifting: A deep multi-view solution

Mehrizi, R., Peng, X., Tang, Z., Xu, X., Metaxas, D. & Li, K., Jun 5 2018, Proceedings - 13th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2018. Institute of Electrical and Electronics Engineers Inc., p. 485-491 7 p. (Proceedings - 13th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2018).

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

Pose Estimation
Neural networks
Materials handling
Perceptron
Textures
2017
5 Citations (Scopus)

3D motion modeling and reconstruction of left ventricle wall in cardiac MRI

Yang, D., Wu, P., Tan, C., Pohl, K. M., Axel, L. & Metaxas, D., Jan 1 2017, Functional Imaging and Modelling of the Heart - 9th International Conference, FIMH 2017, Proceedings. Pop, M. & Wright, G. A. (eds.). Springer Verlag, p. 481-492 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10263 LNCS).

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

Left Ventricle
Magnetic Resonance Imaging
Magnetic resonance
Cardiac
Imaging techniques
5 Citations (Scopus)

A Coupled Encoder-Decoder Network for Joint Face Detection and Landmark Localization

Wang, L., Yu, X. & Metaxas, D., Jun 28 2017, Proceedings - 12th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2017 - 1st International Workshop on Adaptive Shot Learning for Gesture Understanding and Production, ASL4GUP 2017, Biometrics in the Wild, Bwild 2017, Heterogeneous Face Recognition, HFR 2017, Joint Challenge on Dominant and Complementary Emotion Recognition Using Micro Emotion Features and Head-Pose Estimation, DCER and HPE 2017 and 3rd Facial Expression Recognition and Analysis Challenge, FERA 2017. Institute of Electrical and Electronics Engineers Inc., p. 251-257 7 p. 7961749. (Proceedings - 12th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2017 - 1st International Workshop on Adaptive Shot Learning for Gesture Understanding and Production, ASL4GUP 2017, Biometrics in the Wild, Bwild 2017, Heterogeneous Face Recognition, HFR 2017, Joint Challenge on Dominant and Complementary Emotion Recognition Using Micro Emotion Features and Head-Pose Estimation, DCER and HPE 2017 and 3rd Facial Expression Recognition and Analysis Challenge, FERA 2017).

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

Face recognition
Experiments

Adaptive Data Placement in Multi-Tiered Data Staging Runtime

Jin, T., Sun, Q., Romanus, M. & Parashar, M., Jan 1 2017, New Frontiers in High Performance Computing and Big Data. Grandinetti, L., Joubert, G., Getov, V., Fox, G. & Sterling, T. (eds.). IOS Press BV, p. 175-196 22 p. (Advances in Parallel Computing; vol. 30).

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

Dynamic random access storage
Electronic data interchange
Information management
Fusion reactions
Data storage equipment
1 Citation (Scopus)

An unsupervised approach for online detection and mitigation of high-rate DDoS attacks based on an in-memory distributed graph using streaming data and analytics

Villalobos, J. J., Rodero, I. & Parashar, M., Dec 5 2017, BDCAT 2017 - Proceedings of the 4th IEEE/ACM International Conference on Big Data Computing, Applications and Technologies. Association for Computing Machinery, Inc, p. 103-112 10 p.

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

Data storage equipment
Denial-of-service attack
Telecommunication traffic
Learning algorithms
Information technology
18 Citations (Scopus)

Automatic liver segmentation using an adversarial image-to-image network

Yang, D., Xu, D., Zhou, S. K., Georgescu, B., Chen, M., Grbic, S., Metaxas, D. & Comaniciu, D., Jan 1 2017, Medical Image Computing and Computer Assisted Intervention − MICCAI 2017 - 20th International Conference, Proceedings. Maier-Hein, L., Franz, A., Jannin, P., Duchesne, S., Descoteaux, M. & Collins, D. L. (eds.). Springer Verlag, p. 507-515 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10435 LNCS).

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

Liver
Segmentation
Concatenation
3D Image
Pathology
2 Citations (Scopus)

Computational imaging through a fiber-optic bundle

Lodhi, M. A., Dumas, J. P., Pierce, M. & Bajwa, W. U. Z., Jan 1 2017, Compressive Sensing VI: From Diverse Modalities to Big Data Analytics. Ahmad, F. (ed.). SPIE, 1021108. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 10211).

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

Computational Imaging
Fiber Bundle
Fiber Optics
Fiber optics
bundles
3 Citations (Scopus)

Computing in the Continuum: Combining Pervasive Devices and Services to Support Data-Driven Applications

Abdelbaky, M., Zou, M., Zamani, A. R., Renart, E., Diaz-Montes, J. & Parashar, M., Jul 13 2017, Proceedings - IEEE 37th International Conference on Distributed Computing Systems, ICDCS 2017. Lee, K. & Liu, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1815-1824 10 p. 7980120. (Proceedings - International Conference on Distributed Computing Systems).

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

Ecosystems
Decision making
Availability
Fluids
Processing
5 Citations (Scopus)

Computing Just What You Need: Online Data Analysis and Reduction at Extreme Scales

Foster, I., Ainsworth, M., Allen, B., Bessac, J., Cappello, F., Choi, J. Y., Constantinescu, E., Davis, P. E., Di, S., Di, W., Guo, H., Klasky, S., Van Dam, K. K., Kurc, T., Liu, Q., Malik, A., Mehta, K., Mueller, K., Munson, T., Ostouchov, G. & 10 others, Parashar, M., Peterka, T., Pouchard, L., Tao, D., Tugluk, O., Wild, S., Wolf, M., Wozniak, J. M., Xu, W. & Yoo, S., Jan 1 2017, Euro-Par 2017: Parallel Processing - 23rd International Conference on Parallel and Distributed Computing, Proceedings. Rivera, F. F., Pena, T. F. & Cabaleiro, J. C. (eds.). Springer Verlag, p. 3-19 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10417 LNCS).

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

Data Reduction
Data reduction
Data analysis
Extremes
Supercomputers
9 Citations (Scopus)

Deep image-to-image recurrent network with shape basis learning for automatic vertebra labeling in large-scale 3D CT volumes

Yang, D., Xiong, T., Xu, D., Zhou, S. K., Xu, Z., Chen, M., Park, J. H., Grbic, S., Tran, T. D., Chin, S. P., Metaxas, D. & Comaniciu, D., Jan 1 2017, Medical Image Computing and Computer Assisted Intervention − MICCAI 2017 - 20th International Conference, Proceedings. Maier-Hein, L., Franz, A., Jannin, P., Duchesne, S., Descoteaux, M. & Collins, D. L. (eds.). Springer Verlag, p. 498-506 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10435 LNCS).

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

Recurrent Networks
Labeling
Centroid
Pathology
Learning algorithms
1 Citation (Scopus)

Dual iterative hard thresholding: From non-convex sparse minimization to non-smooth concave maximization

Liu, B., Yuan, X. T., Wang, L., Liu, Q. & Metaxas, D., Jan 1 2017, 34th International Conference on Machine Learning, ICML 2017. International Machine Learning Society (IMLS), p. 3433-3449 17 p. (34th International Conference on Machine Learning, ICML 2017; vol. 5).

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

Gradient methods
Computational efficiency
Scalability
Computational complexity
Recovery
1 Citation (Scopus)

Edge-supported approximate analysis for long running computations

Zamani, A. R., Petri, I., Diaz-Montes, J., Rana, O. & Parashar, M., Nov 16 2017, Proceedings - 2017 IEEE 5th International Conference on Future Internet of Things and Cloud, FiCloud 2017. Bentahar, J., Aleksy, M. & Younas, M. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 321-328 8 p. (Proceedings - 2017 IEEE 5th International Conference on Future Internet of Things and Cloud, FiCloud 2017; vol. 2017-January).

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

Gateways (computer networks)
Data transfer
Computational complexity
Agglomeration
Availability
5 Citations (Scopus)

Exacution: Enhancing Scientific Data Management for Exascale

Klasky, S., Suchyta, E., Ainsworth, M., Liu, Q., Whitney, B., Wolf, M., Choi, J., Foster, I., Kim, M., Logan, J., Mehta, K., Munson, T., Ostrouchov, G., Parashar, M., Podhorszki, N., Pugmire, D. & Wan, L., Jul 13 2017, Proceedings - IEEE 37th International Conference on Distributed Computing Systems, ICDCS 2017. Lee, K. & Liu, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1927-1937 11 p. 7980134. (Proceedings - International Conference on Distributed Computing Systems).

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

Data compression
Information management
Data storage equipment
Monitoring

Exploring the potential of FreeBSD virtualization in containerized environments

Puig, F. X., Villalobos, J. J., Rodero, I. & Parashar, M., Dec 5 2017, UCC 2017 - Proceedings of the10th International Conference on Utility and Cloud Computing. Association for Computing Machinery, Inc, p. 191-192 2 p.

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

Containers
Prisons
Electric sparks
Linux
Virtualization
6 Citations (Scopus)

Leveraging renewable energy in edge clouds for data stream analysis in iot

Li, Y., Orgerie, A. C., Rodero, I., Parashar, M. & Menaud, J. M., Jul 10 2017, Proceedings - 2017 17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGRID 2017. Institute of Electrical and Electronics Engineers Inc., p. 186-195 10 p. 7973702. (Proceedings - 2017 17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGRID 2017).

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

Quality of service
Cameras
Availability
Costs
Internet of things
3 Citations (Scopus)

Management, analysis, and visualization of experimental and observational data - The convergence of data and computing

Bethel, E. W., Greenwald, M., Van Dam, K. K., Parashar, M., Wild, S. M. & Wiley, H. S., Mar 3 2017, Proceedings of the 2016 IEEE 12th International Conference on e-Science, e-Science 2016. Institute of Electrical and Electronics Engineers Inc., p. 213-222 10 p. 7870902. (Proceedings of the 2016 IEEE 12th International Conference on e-Science, e-Science 2016).

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

visualization
Visualization
Supercomputers
Colliding beam accelerators
data analysis
3 Citations (Scopus)

Optimal topological cycles and their application in cardiac trabeculae restoration

Wu, P., Chen, C., Wang, Y., Zhang, S., Yuan, C., Qian, Z., Metaxas, D. & Axel, L., Jan 1 2017, Information Processing in Medical Imaging - 25th International Conference, IPMI 2017, Proceedings. Zhu, H., Niethammer, M., Styner, M., Zhu, H., Shen, D., Yap, P-T., Aylward, S. & Oguz, I. (eds.). Springer Verlag, p. 80-92 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10265 LNCS).

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

Image segmentation
Restoration
Cardiac
Image analysis
Muscle
9 Citations (Scopus)

Personalized Image Aesthetics

Ren, J., Shen, X., Lin, Z., Mech, R. & Foran, D., Dec 22 2017, Proceedings - 2017 IEEE International Conference on Computer Vision, ICCV 2017. Institute of Electrical and Electronics Engineers Inc., p. 638-647 10 p. 8237338. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2017-October).

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

Learning algorithms
Experiments
Deep learning
Problem-Based Learning
4 Citations (Scopus)

Sample complexity bounds for dictionary learning of tensor data

Shakeri, Z., Bajwa, W. U. Z. & Sarwate, A., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 4501-4505 5 p. 7953008. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Glossaries
Tensors
Atoms
Experiments