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• Conference contribution

  Resource provisioning framework for MapReduce jobs with performance goals

  Verma, A., Cherkasova, L. & Campbell, R. H., 2011, Middleware 2011 - ACM/IFIP/USENIX 12th International Middleware Conference, Proceedings. p. 165-186 22 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7049 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • MapReduce
  • Resources
  • Performance
  • Framework
  • Completion Time

• R-storm: Resource-aware scheduling in storm

  Peng, B., Hosseini, M., Hong, Z., Farivar, R. & Campbell, R., Nov 24 2015, Middleware 2015 - Proceedings of the 16th Annual Middleware Conference. Association for Computing Machinery, Inc, p. 149-161 13 p. (Middleware 2015 - Proceedings of the 16th Annual Middleware Conference).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Scheduling
  • Throughput
  • Big data
  • Program processors
  • Availability

• Scheduling, isolation, and cache allocation: A side-channel defense

  Sprabery, R., Evchenko, K., Raj, A., Bobba, R. B., Mohan, S. & Campbell, R., May 16 2018, Proceedings - 2018 IEEE International Conference on Cloud Engineering, IC2E 2018. Li, J., Chandra, A., Guo, T. & Cai, Y. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 34-40 7 p. (Proceedings - 2018 IEEE International Conference on Cloud Engineering, IC2E 2018).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Virtual machine
  • Containers
  • Scheduling
  • Linux
  • Program processors

• SLO-driven right-sizing and resource provisioning of MapReduce jobs

  Verma, A., Cherkasova, L. & Campbell, R. H., Aug 31 2011, HP Laboratories Technical Report. 126 ed.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Linear regression
  • Marketing
  • Planning

• Storage-efficient data replica number computation for multi-level priority data in distributed storage systems

  Cai, C. X., Abad, C. L. & Campbell, R. H., 2013, 2013 43rd Annual IEEE/IFIP Conference on Dependable Systems and Networks Workshop, DSN-W 2013. IEEE Computer Society, 6615512. (Proceedings of the International Conference on Dependable Systems and Networks).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Availability
  • Scalability

• Synergy: A middleware for energy conservation in mobile devices

  Kharbanda, H., Krishnan, M. & Campbell, R. H., Jan 1 2012, Proceedings - 2012 IEEE International Conference on Cluster Computing, CLUSTER 2012. IEEE Computer Society, p. 54-62 9 p. 6337856. (Proceedings - 2012 IEEE International Conference on Cluster Computing, CLUSTER 2012).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Middleware
  • Mobile computing
  • Energy conservation
  • Mobile cloud computing
  • Peer to peer networks

• Tensorflow-tracing: A performance tuning framework for production

  Hashemi, S. H., Rausch, P., Rabe, B., Chou, K. Y., Liu, S., Kindratenko, V. & Campbell, R. H., 2019, Proceedings of the 2019 USENIX Conference on Operational Machine Learning, OpML 2019. USENIX Association, p. 31-33 3 p. (Proceedings of the 2019 USENIX Conference on Operational Machine Learning, OpML 2019).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

• The Delay/Re-Read Protocol for concurrency control in databases

  Dennis Mickunas, M., Jalote, P. & Campbell, R. H., Sep 14 2015, IEEE International Conference on Data Engineering, COMPDEC 1986. IEEE Computer Society, p. 307-314 8 p. 7271287. (Proceedings - International Conference on Data Engineering; vol. 2015-September).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Concurrency control
  • Network protocols

• Theius: A streaming visualization suite for hadoop clusters

  Tedesco, J., Dudko, R., Sharma, A., Farivar, R. & Campbell, R., 2013, Proceedings of the IEEE International Conference on Cloud Engineering, IC2E 2013. p. 177-182 6 p. 6529282. (Proceedings of the IEEE International Conference on Cloud Engineering, IC2E 2013).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Visualization
  • Cloud computing
  • Health
  • Monitoring

• The third international workshop on dependability of clouds, data centers and virtual machine technology DCDV 2013

  Muppala, J. K., Hiltunen, M., Campbell, R. & Verissimo, P., 2013, 2013 43rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2013. 6575319. (Proceedings of the International Conference on Dependable Systems and Networks).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Virtualization
  • Virtual machine
  • Cloud computing
  • Mobile computing

• Towards SDN enabled network control delegation in clouds

  Malik, M. S., Montanari, M., Huh, J. H., Bobba, R. B. & Campbell, R. H., 2013, 2013 43rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2013. 6575320. (Proceedings of the International Conference on Dependable Systems and Networks).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Software defined networking

• Two sides of a coin: Optimizing the schedule of mapreduce jobs to minimize their makespan and improve cluster performance

  Verma, A., Cherkasova, L. & Campbell, R. H., Nov 6 2012, Proceedings of the 2012 IEEE 20th International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, MASCOTS 2012. p. 11-18 8 p. 6298160. (Proceedings of the 2012 IEEE 20th International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, MASCOTS 2012).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • MapReduce
  • Schedule
  • Minimise
  • Workload
  • Performance

• Ushio: Analyzing News Media and Public Trends in Twitter

  Yao, F., Chang, K. C. C. & Campbell, R. H., Jan 1 2015, Proceedings - 2015 IEEE/ACM 8th International Conference on Utility and Cloud Computing, UCC 2015. Rana, O., Buyya, R. & Raicu, I. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 424-429 6 p. 7431451. (Proceedings - 2015 IEEE/ACM 8th International Conference on Utility and Cloud Computing, UCC 2015).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Broadcasting
  • Sensor networks
  • Scalability
  • Statistics

• Using graphics rendering contexts to enhance the real-time video coding for mobile cloud gaming

  Shi, S., Hsu, C. H., Nahrstedt, K. & Campbell, R. H., 2011, MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops. p. 103-112 10 p. (MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Image coding
  • Pixels
  • Cameras
  • Engines
  • Bandwidth

• VMDedup: Memory de-duplication in hypervisor

  Shaikh, F., Yao, F., Gupta, I. & Campbell, R. H., Sep 18 2014, Proceedings - 2014 IEEE International Conference on Cloud Engineering, IC2E 2014. Institute of Electrical and Electronics Engineers Inc., p. 379-384 6 p. 6903499. (Proceedings - 2014 IEEE International Conference on Cloud Engineering, IC2E 2014).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Data storage equipment
  • Virtualization
  • Virtual machine
  • Cloud computing

• Welcome from the technical program chairs

  Indulska, J., Bettini, C., Campbell, R. & Mascolo, C., Jun 8 2011, 2011 IEEE International Conference on Pervasive Computing and Communications, PerCom 2011. 5767604. (2011 IEEE International Conference on Pervasive Computing and Communications, PerCom 2011).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Ubiquitous computing
  • Communication

• Zorro: zero-cost reactive failure recovery in distributed graph processing

  Pundir, M., Leslie, L. M., Gupta, I. & Campbell, R. H., Aug 27 2015, ACM SoCC 2015 - Proceedings of the 6th ACM Symposium on Cloud Computing. Balazinska, M., Freedman, M. J., Barahmand, S. & Ghandeharizadeh, S. (eds.). Association for Computing Machinery, Inc, p. 195-208 14 p. (ACM SoCC 2015 - Proceedings of the 6th ACM Symposium on Cloud Computing).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Recovery
  • Costs
  • Servers
  • Zero
  • Graph in graph theory
• Chapter

  Cybersecurity Ethics

  Blanken-Webb, J., Palmer, I., Campbell, R., Burbules, N. C. & Bashir, M. N., 2019, Foundations of Information Ethics. Burgess, J. T. F. & Knox, E. J. M. (eds.). ALA Neal-Schuman

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• Article

  Analysis and prediction of unplanned intensive care unit readmission using recurrent neural networks with long shortterm memory

  Lin, Y. W., Zhou, Y., Faghri, F., Shaw, M. J. & Campbell, R. H., Jul 1 2019, In: PloS one. 14, 7, e0218942.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Intensive care units
  • artificial intelligence
  • neural networks
  • Recurrent neural networks
  • Short-Term Memory

• A real-time remote rendering system for interactive mobile graphics

  Shi, S., Nahrstedt, K. & Campbell, R., Sep 1 2012, In: ACM Transactions on Multimedia Computing, Communications and Applications. 8, 3 SUPPL. 3, 46.

  Research output: Contribution to journal › Article › peer-review

  • Mobile computing
  • Display devices
  • Servers
  • Wireless networks
  • Electric power utilization

• Big data: Astronomical or genomical?

  Stephens, Z. D., Lee, S. Y., Faghri, F., Campbell, R. H., Zhai, C., Efron, M. J., Iyer, R., Schatz, M. C., Sinha, S. & Robinson, G. E., 2015, In: PLoS biology. 13, 7

  Research output: Contribution to journal › Article › peer-review

  • Big Data
  • Genomics
  • Big data
  • genomics
  • Astronomy

• Breaking the MapReduce stage barrier

  Verma, A., Cho, B., Zea, N., Gupta, I. & Campbell, R. H., Jan 1 2013, In: Cluster Computing. 16, 1, p. 191-206 16 p.

  Research output: Contribution to journal › Article › peer-review

  • Experiments

• Deadline-based workload management for MapReduce environments: Pieces of the perfromance puzzle

  Verma, A., Cherkasova, L., Kumar, V. S. & Campbell, R. H., May 4 2012, In: HP Laboratories Technical Report. 82

  Research output: Contribution to journal › Article › peer-review

  • Competitive intelligence
  • Big data
  • Costs

• Developing a new digital forensics curriculum

  Lang, A., Bashir, M., Campbell, R. & Destefano, L., Aug 2014, In: Digital Investigation. 11, SUPPL. 2, p. S76-S84

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Digital forensics
  • Curricula
  • Curriculum
  • curriculum
  • advanced course

• Distributed security policy conformance

  Montanari, M., Chan, E., Larson, K., Yoo, W. & Campbell, R. H., Mar 2013, In: Computers and Security. 33, p. 28-40 13 p.

  Research output: Contribution to journal › Article › peer-review

  • security policy
  • Monitoring
  • Compliance
  • Redundancy
  • Scalability

• Generating request streams on Big Data using clustered renewal processes

  Abad, C. L., Yuan, M., Cai, C. X., Lu, Y., Roberts, N. & Campbell, R. H., Jan 1 2013, In: Performance Evaluation. 70, 10, p. 704-719 16 p.

  Research output: Contribution to journal › Article › peer-review

  • Media streaming
  • Clustered Data
  • Renewal Process
  • Big data
  • Trace

• Genome-wide Analyses Identify KIF5A as a Novel ALS Gene

  ITALSGEN Consortium, Genomic Translation for ALS Care (GTAC) Consortium, ALS Sequencing Consortium, NYGC ALS Consortium, Answer ALS Foundation, Clinical Research in ALS and Related Disorders for Therapeutic Development (CReATe) Consortium, SLAGEN Consortium, French ALS Consortium & Project MinE ALS Sequencing Consortium, Mar 21 2018, In: Neuron. 97, 6, p. 1268-1283.e6

  Research output: Contribution to journal › Article › peer-review

  • Kinesin
  • Genome
  • Mutation
  • Genome-Wide Association Study
  • Genes

• Orchestrating an ensemble of mapreduce jobs for minimizing their makespan

  Verma, A., Cherkasova, L. & Campbell, R. H., 2013, In: IEEE Transactions on Dependable and Secure Computing. 10, 5, p. 314-327 14 p., 6461893.

  Research output: Contribution to journal › Article › peer-review

  • Cloud computing
  • Industry
  • Costs
  • Experiments

• Play it again, SimMR!

  Verma, A., Cherkasova, L. & Campbell, R. H., Aug 31 2011, In: HP Laboratories Technical Report. 127

  Research output: Contribution to journal › Article › peer-review

  • Simulators
  • Scheduling
  • Testbeds
  • Resource allocation
  • Engines

• Profiling and evaluating hardware choices for MapReduce environments: An application-aware approach

  Verma, A., Cherkasova, L. & Campbell, R. H., Sep 2014, In: Performance Evaluation. 79, p. 328-344 17 p.

  Research output: Contribution to journal › Article › peer-review

  • MapReduce
  • Profiling
  • Hardware
  • Completion Time
  • Computer hardware

• Resource provisioning framework for mapreduce jobs with performance goals

  Verma, A., Cherkasova, L. & Campbell, R. H., 2011, In: HP Laboratories Technical Report. 173

  Research output: Contribution to journal › Article › peer-review

  • Marketing
  • Cloud computing
  • Industry
  • Data mining
  • Planning

• Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis

  The ITALSGEN Consortium & The International ALS Genomics Consortium, Apr 2019, In: Annals of Neurology. 85, 4, p. 470-481 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Amyotrophic Lateral Sclerosis
  • Linkage Disequilibrium
  • Genome-Wide Association Study
  • Random Allocation
  • Smoking

• Two sides of a coin: Optimizing the schedule of map reduce jobs to minimize their makespan and improve cluster performance

  Verma, A., Cherkasova, L. & Campbell, R. H., Jun 21 2012, In: HP Laboratories Technical Report. 127

  Research output: Contribution to journal › Article › peer-review

  • Experiments