• 1307 Citations
  • 20 h-Index
19992019
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Research Output 1999 2019

  • 1307 Citations
  • 20 h-Index
  • 67 Conference contribution
  • 13 Article
2019

Automatic, application-aware I/O forwarding resource allocation

Ji, X., Yang, B., Zhang, T., Ma, X., Zhu, X., Wang, X., El-Sayed, N., Zhai, J., Liu, W. & Xue, W., 1 Jan 2019, Proceedings of the 17th USENIX Conference on File and Storage Technologies, FAST 2019. USENIX Association, p. 265-279 15 p. (Proceedings of the 17th USENIX Conference on File and Storage Technologies, FAST 2019).

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

Resource allocation
Supercomputers
Scalability
Agglomeration
Monitoring

End-to-end I/O monitoring on a leading supercomputer

Yang, B., Ji, X., Ma, X., Wang, X., Zhang, T., Zhu, X., El-Sayed, N., Lan, H., Yang, Y., Zhai, J., Liu, W. & Xue, W., 1 Jan 2019, Proceedings of the 16th USENIX Symposium on Networked Systems Design and Implementation, NSDI 2019. USENIX Association, p. 379-394 16 p. (Proceedings of the 16th USENIX Symposium on Networked Systems Design and Implementation, NSDI 2019).

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

Supercomputers
Monitoring
Metadata
Servers
Visualization
3 Citations (Scopus)

ShenTu: Processing multi-trillion edge graphs on millions of cores in seconds

Lin, H., Zhu, X., Yu, B., Tang, X., Xue, W., Chen, W., Zhang, L., Hoefler, T., Ma, X., Liu, X., Zheng, W. & Xu, J., 11 Mar 2019, Proceedings - International Conference for High Performance Computing, Networking, Storage, and Analysis, SC 2018. Institute of Electrical and Electronics Engineers Inc., p. 706-716 11 p. 8665798. (Proceedings - International Conference for High Performance Computing, Networking, Storage, and Analysis, SC 2018).

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

Multiprocessing
Graph in graph theory
Processing
Natural sciences computing
Spam

Spread-n-share: Improving application performance and cluster throughput with resource-aware job placement

Tang, X., Wang, H., Ma, X., El-Sayed, N., Zhai, J., Chen, W. & Aboulnaga, A., 17 Nov 2019, Proceedings of SC 2019: The International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE Computer Society, a12. (International Conference for High Performance Computing, Networking, Storage and Analysis, SC).

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

Throughput
Data storage equipment
Bandwidth
Telecommunication networks
Program processors
2018
6 Citations (Scopus)

Exploiting locality in graph analytics through hardware-Accelerated traversal scheduling

Mukkara, A., Beckmann, N., Abeydeera, M., Ma, X. & Sanchez, D., 12 Dec 2018, Proceedings - 51st Annual IEEE/ACM International Symposium on Microarchitecture, MICRO 2018. IEEE Computer Society, Vol. 2018-October. p. 1-14 14 p. 8574527

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

Scheduling
Hardware
Processing
Data storage equipment
Particle accelerators
21 Citations (Scopus)

KPart: A Hybrid Cache Partitioning-Sharing Technique for Commodity Multicores

El-Sayed, N., Mukkara, A., Tsai, P. A., Kasture, H., Ma, X. & Sanchez, D., 27 Mar 2018, Proceedings - 24th IEEE International Symposium on High Performance Computer Architecture, HPCA 2018. IEEE Computer Society, Vol. 2018-February. p. 104-117 14 p.

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

Throughput
Hardware
2017
1 Citation (Scopus)

POSTER: Improving Datacenter Efficiency Through Partitioning-Aware Scheduling

Kasture, H., Ji, X., El-Sayed, N., Beckmann, N., Ma, X. & Sanchez, D., 31 Oct 2017, Proceedings - 26th International Conference on Parallel Architectures and Compilation Techniques, PACT 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-September. p. 134-135 2 p.

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

Partitioning
Scheduling
Resources
Scheduler
Cache
16 Citations (Scopus)

Server-Side Log Data Analytics for I/O Workload Characterization and Coordination on Large Shared Storage Systems

Liu, Y., Gunasekaran, R., Ma, X. & Vazhkudai, S. S., 13 Mar 2017, Proceedings of SC 2016: The International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE Computer Society, p. 819-829 11 p. 7877148

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

Servers
Supercomputers
Scheduling
Real time systems
Degradation
2016
8 Citations (Scopus)

Building Semi-Elastic Virtual Clusters for Cost-Effective HPC Cloud Resource Provisioning

Niu, S., Zhai, J., Ma, X., Tang, X., Chen, W. & Zheng, W., 1 Jul 2016, In : IEEE Transactions on Parallel and Distributed Systems. 27, 7, p. 1915-1928 14 p., 7239625.

Research output: Contribution to journalArticle

Costs
Cluster computing
Scheduling
1 Citation (Scopus)

Cost-effective resource configuration for cloud video streaming services

Jiang, Y., Ma, X. & Chen, W., 15 Jan 2016, Proceedings of the International Conference on Parallel and Distributed Systems - ICPADS. IEEE Computer Society, Vol. 2016-January. p. 430-439 10 p. 7384324

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

Video streaming
Costs
Scalability
Economics
9 Citations (Scopus)

MPI-ACC: Accelerator-Aware MPI for Scientific Applications

Aji, A. M., Panwar, L. S., Ji, F., Murthy, K., Chabbi, M., Balaji, P., Bisset, K. R., Dinan, J., Feng, W. C., Mellor-Crummey, J., Ma, X. & Thakur, R., 1 May 2016, In : IEEE Transactions on Parallel and Distributed Systems. 27, 5, p. 1401-1414 14 p., 7127020.

Research output: Contribution to journalArticle

Message passing
Particle accelerators
Data storage equipment
Data transfer
Program processors
7 Citations (Scopus)

S-RAC: SSD friendly caching for data center workloads

Ni, Y., Jiang, J., Jiang, D., Ma, X., Xiong, J. & Wang, Y., 6 Jun 2016, SYSTOR 2016 - Proceedings of the 9th ACM International Systems and Storage Conference. Association for Computing Machinery, Inc, 2928284

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

Managers
Cost benefit analysis
Dynamic random access storage
Hard disk storage
Durability
2015

AsHES Introduction and Committees

Dinan, J., Chen, W., Ma, X., Balaji, P., Matsuoka, S., Meng, J. & Zhang, Y., 29 Sep 2015, In : Unknown Journal. p. 591-592 2 p., 7284362.

Research output: Contribution to journalArticle

Field programmable gate arrays (FPGA)
Graphics processing unit
1 Citation (Scopus)

Automatic Cloud I/O Configurator for I/O Intensive Parallel Applications

Zhai, J., Liu, M., Jin, Y., Ma, X. & Chen, W., 1 Dec 2015, In : IEEE Transactions on Parallel and Distributed Systems. 26, 12, p. 3275-3288 14 p., 6977978.

Research output: Contribution to journalArticle

Costs
Learning systems
Servers
Communication
Experiments
5 Citations (Scopus)

Combining phase identification and statistic modeling for automated parallel benchmark generation

Jin, Y., Ma, X., Liu, M., Liu, Q., Logan, J., Podhorszki, N., Choi, J. Y. & Klasky, S., 24 Jun 2015, Performance Evaluation Review. 1 ed. Association for Computing Machinery, Vol. 43. p. 309-320 12 p.

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

Statistics
Personnel
Hardware
Communication
Experiments
1 Citation (Scopus)

Combining phase identification and statistic modeling for automated parallel benchmark generation

Jin, Y., Liu, M., Ma, X., Liu, Q., Logan, J., Podhorszki, N., Choi, J. Y. & Klasky, S., 24 Jan 2015, Proceedings of the ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, PPOPP. Association for Computing Machinery, Vol. 2015-January. p. 269-270 2 p.

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

Statistics
Personnel
Hardware
Communication
Experiments
12 Citations (Scopus)

CYPRESS: Combining Static and Dynamic Analysis for Top-Down Communication Trace Compression

Zhai, J., Hu, J., Tang, X., Ma, X. & Chen, W., 16 Jan 2015, International Conference for High Performance Computing, Networking, Storage and Analysis, SC. January ed. IEEE Computer Society, Vol. 2015-January. p. 143-153 11 p. 7012999

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

Static analysis
Dynamic analysis
Compaction
Communication
Supercomputers
2014

Automatic identification of application I/O signatures from noisy server-side traces

Liu, Y., Gunasekaran, R., Ma, X. & Vazhkudai, S. S., 1 Jan 2014, Proceedings of the 12th USENIX Conference on File and Storage Technologies, FAST 2014. USENIX Association, p. 213-228 16 p. (Proceedings of the 12th USENIX Conference on File and Storage Technologies, FAST 2014).

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

Servers
Supercomputers
Turbulence
Scheduling
Throughput
6 Citations (Scopus)

UCache: A utility-aware multilevel SSD cache management policy

Jiang, D., Che, Y., Xiong, J. & Ma, X., 1 Jan 2014, Proceedings - 2013 IEEE International Conference on High Performance Computing and Communications, HPCC 2013 and 2013 IEEE International Conference on Embedded and Ubiquitous Computing, EUC 2013. IEEE Computer Society, p. 391-398 8 p. 6831945

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

Dynamic random access storage
Sieves
2013
10 Citations (Scopus)

Accelerating batch analytics with residual resources from interactive clouds

Clay, R. B., Shen, Z. & Ma, X., 1 Dec 2013, Proceedings - IEEE Computer Society's Annual International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunications Systems, MASCOTS. p. 414-423 10 p. 6730798

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

Harvesters
Batch
Resources
Workload
Chemical analysis
8 Citations (Scopus)

ACIC: Automatic cloud I/O configurator for HPC applications

Liu, M., Jin, Y., Zhai, J., Zha, Y., Shi, Q., Ma, X. & Chen, W., 1 Jan 2013, International Conference for High Performance Computing, Networking, Storage and Analysis, SC. IEEE Computer Society, 38

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

Learning systems
Costs

ACIC: Automatic cloud I/O configurator for parallel applications

Liu, M., Jin, Y., Zhai, J., Zhai, Y., Shi, Q., Ma, X. & Chen, W., 17 Jul 2013, HPDC 2013 - Proceedings of the 22nd ACM International Symposium on High-Performance Parallel and Distributed Computing. p. 111-112 2 p.

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

Costs

Building and scaling virtual clusters with residual resources from interactive clouds

Clay, R. B., Shen, Z. & Ma, X., 17 Jul 2013, HPDC 2013 - Proceedings of the 22nd ACM International Symposium on High-Performance Parallel and Distributed Computing. p. 119-120 2 p.

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

Harvesters
Chemical analysis
Consolidation
Throughput
Hardware
25 Citations (Scopus)

Cost-effective cloud HPC resource provisioning by building semi-elastic virtual clusters

Niu, S., Zhai, J., Ma, X., Tang, X. & Chen, W., 1 Jan 2013, International Conference for High Performance Computing, Networking, Storage and Analysis, SC. IEEE Computer Society, 56

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

Cluster computing
Costs
Scheduling
8 Citations (Scopus)

Employing checkpoint to improve job scheduling in large-scale systems

Niu, S., Zhai, J., Ma, X., Liu, M., Zhai, Y., Chen, W. & Zheng, W., 24 Jan 2013, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 7698 LNCS. p. 36-55 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7698 LNCS).

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

Checkpoint
Job Scheduling
Large-scale Systems
Large scale systems
Scheduling
13 Citations (Scopus)

On the efficacy of GPU-integrated MPI for scientific applications

Aji, A. M., Panwar, L. S., Ji, F., Chabbi, M., Murthy, K., Balaji, P., Bisset, K. R., Dinan, J., Feng, W. C., Mellor-Crummey, J., Ma, X. & Thakur, R., 17 Jul 2013, HPDC 2013 - Proceedings of the 22nd ACM International Symposium on High-Performance Parallel and Distributed Computing. p. 191-202 12 p.

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

Program processors
Seismology
Epidemiology
Productivity
Graphics processing unit
15 Citations (Scopus)

PARLO: PArallel run-time layout optimization for scientific data explorations with heterogeneous access patterns

Gong, Z., Boyuka, D. A., Zou, X., Liu, Q., Podhorszki, N., Klasky, S., Ma, X. & Samatova, N. F., 14 Aug 2013, Proceedings - 13th IEEE/ACM International Symposium on Cluster, Cloud, and Grid Computing, CCGrid 2013. p. 343-351 9 p. 6546111

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

Processing
Middleware
XML
Experiments
27 Citations (Scopus)

RSVM: A region-based software virtual memory for GPU

Ji, F., Lin, H. & Ma, X., 18 Nov 2013, Parallel Architectures and Compilation Techniques - Conference Proceedings, PACT. p. 269-278 10 p. 6618823

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

Virtual Memory
Graphics Processing Unit
Data storage equipment
Software
Memory Management
2012
7 Citations (Scopus)

DMA-assisted, intranode communication in GPU accelerated systems

Ji, F., Aji, A. M., Dinan, J., Buntinas, D., Balaji, P., Thakur, R., Feng, W. C. & Ma, X., 7 Dec 2012, Proceedings of the 14th IEEE International Conference on High Performance Computing and Communications, HPCC-2012 - 9th IEEE International Conference on Embedded Software and Systems, ICESS-2012. p. 461-468 8 p. 6332208

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

Dynamic mechanical analysis
Particle accelerators
Communication
Graphics processing unit
Data storage equipment
9 Citations (Scopus)

Efficient intranode communication in GPU-accelerated systems

Ji, F., Aji, A. M., Dinan, J., Buntinas, D., Balaji, P., Feng, W. C. & Ma, X., 18 Oct 2012, Proceedings of the 2012 IEEE 26th International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2012. p. 1838-1847 10 p. 6270862

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

Data storage equipment
Communication
Particle accelerators
Bandwidth
Graphics processing unit
47 Citations (Scopus)

NVMalloc: Exposing an aggregate SSD store as a memory partition in extreme-scale machines

Wang, C., Vazhkudai, S. S., Ma, X., Meng, F., Kim, Y. & Engelmann, C., 4 Oct 2012, Proceedings of the 2012 IEEE 26th International Parallel and Distributed Processing Symposium, IPDPS 2012. p. 957-968 12 p. 6267902

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

Data storage equipment
Dynamic random access storage
Interfaces (computer)
Costs
12 Citations (Scopus)

Reliable MapReduce computing on opportunistic resources

Lin, H., Ma, X. & Feng, W. C., 1 Jun 2012, In : Cluster Computing. 15, 2, p. 145-161 17 p.

Research output: Contribution to journalArticle

Scheduling algorithms
Processing
2011
56 Citations (Scopus)

Cloud versus in-house cluster: Evaluating amazon cluster compute instances for running MPI applications

Zhai, Y., Liu, M., Zhai, J., Ma, X. & Chen, W., 13 Dec 2011, State of the Practice Reports, SC'11. 11

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

Scalability
Natural sciences computing
Supercomputers
Benchmarking
Parallel processing systems
33 Citations (Scopus)

Coordinating computation and I/O in massively parallel sequence search

Lin, H., Ma, X., Feng, W. & Samatova, N. F., 14 Jan 2011, In : IEEE Transactions on Parallel and Distributed Systems. 22, 4, p. 529-543 15 p., 5473216.

Research output: Contribution to journalArticle

Scheduling
Dynamic loads
Resource allocation
Throughput
15 Citations (Scopus)

EMFS: Email-based personal cloud storage

Srinivasan, J., Wei, W., Ma, X. & Yu, T., 22 Sep 2011, Proceedings - 6th IEEE International Conference on Networking, Architecture, and Storage, NAS 2011. p. 248-257 10 p. 6005469

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

Electronic mail
Data privacy
Metadata
Servers
Availability
7 Citations (Scopus)

One optimized I/O configuration per HPC application: Leveraging the configurability of cloud

Liu, M., Zhai, J., Zhai, Y., Ma, X. & Chen, W., 1 Dec 2011, Proceedings of the 2nd Asia-Pacific Workshop on Systems, APSys'11.

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

Costs
21 Citations (Scopus)

Probabilistic communication and I/O tracing with deterministic replay at scale

Wu, X., Vijayakumar, K., Mueller, F., Ma, X. & Roth, P. C., 7 Nov 2011, Proceedings of the International Conference on Parallel Processing. p. 196-205 10 p. 6047188

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

Tracing
Trace
Communication
Supercomputers
Histogram
11 Citations (Scopus)

Skel: Generative software for producing skeletal I/O applications

Logan, J., Klasky, S., Lofstead, J., Abbasi, H., Ethier, S., Grout, R., Ku, S. H., Liu, Q., Ma, X., Parashar, M., Podhorszki, N., Schwan, K. & Wolf, M., 1 Dec 2011, Proceedings - 7th IEEE International Conference on e-Science Workshops, eScienceW 2011. p. 191-198 8 p. 6130712

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

Communication
Software
Benchmarking
Middleware
XML
10 Citations (Scopus)

Transparent runtime parallelization of the R scripting language

Li, J., Ma, X., Yoginath, S., Kora, G. & Samatova, N. F., 1 Feb 2011, In : Journal of Parallel and Distributed Computing. 71, 2, p. 157-168 12 p.

Research output: Contribution to journalArticle

Parallelization
Parallelizing Compilers
Statistical Computing
Data Parallelism
Scientific Workflow
33 Citations (Scopus)

Using shared memory to accelerate mapreduce on graphics processing units

Ji, F. & Ma, X., 3 Oct 2011, Proceedings - 25th IEEE International Parallel and Distributed Processing Symposium, IPDPS 2011. p. 805-816 12 p. 6012890

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

Data storage equipment
Graphics processing unit
Synchronization
2010
44 Citations (Scopus)

Functional partitioning to optimize end-to-end performance on many-core architectures

Li, M., Vazhkudai, S. S., Butt, A. R., Meng, F., Ma, X., Kim, Y., Engelmann, C. & Shipman, G., 1 Dec 2010, 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2010. 5644890

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

107 Citations (Scopus)

MOON: MapReduce on opportunistic eNvironments

Lin, H., Ma, X., Archuleta, J., Feng, W. C., Gardner, M. & Zhang, Z., 16 Dec 2010, HPDC 2010 - Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing. p. 95-106 12 p.

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

Distributed computer systems
Scheduling algorithms
Computer hardware
Students
Processing
2009
7 Citations (Scopus)

Energy and performance impact of aggressive volunteer computing with multi-core computers

Li, J., Deshpande, A., Srinivasan, J. & Ma, X., 1 Dec 2009, Proceedings - IEEE Computer Society's Annual International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunications Systems, MASCOTS. p. 421-430 10 p. 5366968

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

Personal computing
Energy conservation
Workload
Computing
Energy
5 Citations (Scopus)

Improving data availability for better access performance: A study on caching scientific data on distributed desktop workstations

Ma, X., Vazhkudai, S. S. & Zhang, Z., 1 Nov 2009, In : Journal of Grid Computing. 7, 4, p. 419-438 20 p.

Research output: Contribution to journalArticle

Availability
Recovery
Bandwidth
6 Citations (Scopus)

Improving the availability of supercomputer job input data using temporal replication

Wang, C., Zhang, Z., Ma, X., Vazhkudai, S. S. & Mueller, F., 1 Jun 2009, In : Computer Science - Research and Development. 23, 3-4, p. 149-157 9 p.

Research output: Contribution to journalArticle

Supercomputers
Availability
Computer systems
Bandwidth
Recovery
23 Citations (Scopus)

Machine learning based online performance prediction for runtime parallelization and task scheduling

Li, J., Ma, X., Singh, K., Schulz, M., De Supinski, B. & McKee, S. A., 22 Sep 2009, ISPASS 2009 - International Symposium on Performance Analysis of Systems and Software. p. 89-100 12 p. 4919641

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

Learning systems
Scheduling
Parallel programming
Scheduling algorithms
Resource allocation
19 Citations (Scopus)

Memory resource allocation for file system prefetching from a supply chain management perspective

Zhang, Z., Kulkarni, A., Ma, X. & Zhou, Y., 21 Sep 2009, Proceedings of the 4th ACM European Conference on Computer Systems, EuroSys'09. p. 75-88 14 p.

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

Supply chain management
Resource allocation
Data storage equipment
Servers
Simulators
34 Citations (Scopus)

Scalable I/O tracing and analysis

Vijayakumar, K., Mueller, F., Ma, X. & Roth, P. C., 1 Dec 2009, Proceedings of the 4th Annual Petascale Data Storage Workshop, PDSW '09, Held in conjunction with Supercomputing '09. p. 26-31 6 p.

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

Communication
Trace analysis
Supercomputers
13 Citations (Scopus)

Siglm: Signature-driven load management for cloud computing infrastructures

Gong, Z., Ramaswamy, P., Gu, X. & Ma, X., 20 Nov 2009, IEEE International Workshop on Quality of Service, IWQoS. 5201413

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

Cloud computing
Time series
Pattern matching
Experiments
2008

Adaptive request scheduling for parallel scientific web services

Lin, H., Ma, X., Li, J., Yu, T. & Samatova, N., 14 Aug 2008, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 5069 LNCS. p. 276-294 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5069 LNCS).

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

Adaptive Scheduling
Workload
Web services
Web Services
Scheduling