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• 2011

  ARIA: Automatic resource inference and allocation for mapreduce environments

  Verma, A., Cherkasova, L. & Campbell, R. H., Jul 15 2011, Proceedings of the 8th ACM International Conference on Autonomic Computing, ICAC 2011 and Co-located Workshops. p. 235-244 10 p. (Proceedings of the 8th ACM International Conference on Autonomic Computing, ICAC 2011 and Co-located Workshops).

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

  • MapReduce
  • Deadline
  • Service Levels
  • Scheduler
  • Resources

• 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
• 2013

  Limiting data exposure in monitoring multi-domain policy conformance

  Montanari, M., Huh, J. H., Bobba, R. B. & Campbell, R. H., 2013, Trust and Trustworthy Computing - 6th International Conference, TRUST 2013, Proceedings. p. 65-82 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7904 LNCS).

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

  • Monitoring
  • Policy
  • Limiting
  • Multiparty Computation
  • Information management

• 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
• 2019

  Attack directories, not caches: Side channel attacks in a non-inclusive world

  Yan, M., Sprabery, R., Gopireddy, B., Fletcher, C. W., Campbell, R. H. & Torrellas, J., May 2019, Proceedings - 2019 IEEE Symposium on Security and Privacy, SP 2019. Institute of Electrical and Electronics Engineers Inc., p. 888-904 17 p. 8835325. (Proceedings - IEEE Symposium on Security and Privacy; vol. 2019-May).

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

  • Side channel attack
  • Data storage equipment
  • Servers
  • Engineers
  • Bandwidth

• 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
• 2015

  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
• 2011

  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

• Characterizing data structures for volatile forensics

  Chan, E., Venkataraman, S., Tkach, N., Larson, K., Gutierrez, A. & Campbell, R. H., Dec 1 2011, 2011 6th IEEE International Workshop on Systematic Approaches to Digital Forensic Engineering, SADFE 2011. 6159126. (2011 6th IEEE International Workshop on Systematic Approaches to Digital Forensic Engineering, SADFE 2011).

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

  • Data Structures
  • Summary Statistic
  • Expert Knowledge
  • Life Cycle
  • Statistics
• 2019

  Curios: Improving reliability through operating system structure

  David, F. M., Chan, E. M., Carlyle, J. C. & Campbell, R. H., Jan 1 2019, Proceedings of the 8th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2008. USENIX Association, p. 59-72 14 p. (Proceedings of the 8th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2008).

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

  • Experiments
• 2013

  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
• 2011

  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
• 2019

  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
• 2011

  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

• Play it again, SimMR!

  Verma, A., Cherkasova, L. & Campbell, R. H., Nov 16 2011, Proceedings - 2011 IEEE International Conference on Cluster Computing, CLUSTER 2011. p. 253-261 9 p. 6061143. (Proceedings - IEEE International Conference on Cluster Computing, ICCC).

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

  • Simulators
  • Scheduling
  • Resource allocation
  • Engines

• Distributed security policy conformance

  Montanari, M., Chan, E., Larson, K., Yoo, W. & Campbell, R. H., 2011, Future Challenges in Security and Privacy for Academia and Industry - 26th IFIP TC 11 International Information Security Conference, SEC 2011, Proceedings. p. 210-222 13 p. (IFIP Advances in Information and Communication Technology; vol. 354 AICT).

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

  • Security Policy
  • Attack
  • Monitoring
  • Compliance
  • Redundancy
• 2013

  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
• 2011

  Editorial

  Indulska, J., Bettini, C., Campbell, R. & Mascolo, C., Dec 1 2011, In: Pervasive and Mobile Computing. 7, 6, p. 641-642 2 p.

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

• ARIA: Automatic resource inference and allocation for MapReduce environments

  Verma, A., Cherkasova, L. & Campbell, R. H., May 17 2011, HP Laboratories Technical Report. 58 ed.

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

  • Advanced Analytics
  • Resource allocation
  • Industry
  • Experiments
• 2015

  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
• 2019

  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

• 2011

  Distortion over latency: Novel metric for measuring interactive performance in remote rendering systems

  Shi, S., Nahrstedt, K. & Campbell, R., Nov 7 2011, Electronic Proceedings of the 2011 IEEE International Conference on Multimedia and Expo, ICME 2011. 6011864. (Proceedings - IEEE International Conference on Multimedia and Expo).

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

  • Experiments
• 2013

  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
• 2011

  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
• 2013

  Formal design of communication checkers for ICCP using UPPAAL

  Malik, S., Berthier, R., Bobba, R. B., Campbell, R. H. & Sanders, W. H., Dec 1 2013, 2013 IEEE International Conference on Smart Grid Communications, SmartGridComm 2013. p. 486-491 6 p. 6688005. (2013 IEEE International Conference on Smart Grid Communications, SmartGridComm 2013).

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

  • Network protocols
  • Communication
  • Formal verification
  • Electronic data interchange
• 2019

  Fast generation for convolutional autoregressive models

  Ramachandran, P., Le Paine, T., Khorrami, P., Babaeizadeh, M., Chang, S., Zhang, Y., Hasegawa-Johnson, M., Campbell, R. & Huang, T., 2019.

  Research output: Contribution to conference › Paper › peer-review

  • Model-making
  • training method
  • Cache
  • Nave
  • Performance Art
• 2013

  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
• 2011

  DARE: Adaptive data replication for efficient cluster scheduling

  Abad, C. L., Lu, Y. & Campbell, R. H., 2011, Proceedings - 2011 IEEE International Conference on Cluster Computing, CLUSTER 2011. p. 159-168 10 p. 6061051. (Proceedings - IEEE International Conference on Cluster Computing, ICCC).

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

  • Scheduling
  • Turnaround time
  • Aging of materials
  • Sampling
• 2019

  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
• 2013

  Cloud computing for the power grid: From service composition to assured clouds

  Dán, G., Bobba, R. B., Gross, G. & Campbell, R. H., 2013.

  Research output: Contribution to conference › Paper › peer-review

  • Cloud computing
  • Chemical analysis
  • Industry
  • Communication
  • Costs
• 2015

  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
• 2013

  Message from the program committee chairs

  Campbell, R., Lei, H. & Markl, V., 2013, In: Proceedings of the IEEE International Conference on Cloud Engineering, IC2E 2013. p. 10 1 p., 6529257.

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

• 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
• 2019

  Model-Based Reinforcement Learning for Atari

  Campbell, R., Mar 2019.

  Research output: Contribution to conference › Paper

  • Reinforcement learning
  • Learning algorithms
  • Experiments

• BRACELET: Edge-Cloud Microservice Infrastructure for Aging Scientific Instruments

  Nguyen, P., Elgamal, T., Konstanty, S., Nicholson, T., Turner, S., Su, P., Nahrstedt, K., Spila, T., Campbell, R. H., Dallesasse, J., Chan, M. & Mchenry, K., Apr 8 2019, 2019 International Conference on Computing, Networking and Communications, ICNC 2019. Institute of Electrical and Electronics Engineers Inc., p. 692-696 5 p. 8685528. (2019 International Conference on Computing, Networking and Communications, ICNC 2019).

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

  • Aging of materials
  • Metadata
  • Network performance
  • Semiconductor materials
  • Fabrication
• 2011

  Attack-resilient compliance monitoring for large distributed infrastructure systems

  Montanari, M. & Campbell, R. H., Nov 17 2011, Proceedings - 2011 5th International Conference on Network and System Security, NSS 2011. p. 192-199 8 p. 6060000. (Proceedings - 2011 5th International Conference on Network and System Security, NSS 2011).

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

  • Compliance
  • Monitoring
  • Servers
  • Critical infrastructures
  • Availability
• 2015

  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
• 2011

  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
• 2015

  Inter-flow consistency: A novel SDN update abstraction for supporting inter-flow constraints

  Liu, W., Bobba, R. B., Mohan, S. & Campbell, R. H., Dec 3 2015, 2015 IEEE Conference on Communications and NetworkSecurity, CNS 2015. Institute of Electrical and Electronics Engineers Inc., p. 469-478 10 p. 7346859. (2015 IEEE Conference on Communications and NetworkSecurity, CNS 2015).

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

  • Controllers
  • Scheduling algorithms
  • Data structures
• 2011

  Message from the program chairs

  Campbell, R. H. & Guan, Y., Dec 1 2011, In: 2011 6th IEEE International Workshop on Systematic Approaches to Digital Forensic Engineering, SADFE 2011. 6159119.

  Research output: Contribution to journal › Editorial › peer-review
• 2013

  An empirical study on the software integrity of virtual appliances: Are you really getting what you paid for?

  Huh, J. H., Montanari, M., Dagit, D., Bobba, R. B., Kim, D. W., Choi, Y. & Campbell, R., 2013, ASIA CCS 2013 - Proceedings of the 8th ACM SIGSAC Symposium on Information, Computer and Communications Security. p. 231-242 12 p. (ASIA CCS 2013 - Proceedings of the 8th ACM SIGSAC Symposium on Information, Computer and Communications Security).

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

  • Viruses
  • Virtual machine
  • Software packages
  • Starters
  • World Wide Web
• 2011

  PERWARE 2011: 8th IEEE international workshop on middleware and system support for pervasive computing - Committees and welcome

  Schiele, G., Paluska, J. M., Campbell, R. & Ranganathan, A., 2011, In: 2011 IEEE International Conference on Pervasive Computing and Communications Workshops, PERCOM Workshops 2011. p. xxvii-xxviii 5766838.

  Research output: Contribution to journal › Editorial › peer-review
• 2015

  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
• 2019

  Consistent and durable data structures for non-volatile byte-addressable memory

  Venkataraman, S., Tolia, N., Ranganathan, P. & Campbell, R. H., 2019, Proceedings of FAST 2011: 9th USENIX Conference on File and Storage Technologies. USENIX Association, p. 61-75 15 p. (Proceedings of FAST 2011: 9th USENIX Conference on File and Storage Technologies).

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

  • Data structures
  • Data storage equipment
  • Phase change memory
  • Throughput
  • Memristors
• 2011

  NetODESSA: Dynamic policy enforcement in cloud networks

  Bellessa, J., Kroske, E., Farivar, R., Montanari, M., Larson, K. & Campbell, R. H., Dec 15 2011, Proceedings - 2011 30th IEEE International Symposium on Reliable Distributed Systems Workshops, SRDS 2011. p. 57-61 5 p. 6076814. (Proceedings of the IEEE Symposium on Reliable Distributed Systems).

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

  • Policy
  • Cloud Computing
  • Cloud computing
  • Networking
  • Dynamic Networks

• A security policy framework for eEnabled fleets and airports

  Montanari, M., Campbell, R. H., Sampigethaya, K. & Li, M., 2011, 2011 Aerospace Conference, AERO 2011. 5747379. (IEEE Aerospace Conference Proceedings).

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

  • airports
  • policy framework
  • airport
  • Airports
  • infrastructure
• 2013

  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
• 2015

  Digital forensics education: A multidisciplinary curriculum model

  Palmer, I., Wood, E., Nagy, S., Garcia, G., Bashir, M. & Campbell, R., 2015, Digital Forensics and Cyber Crime - 7th International Conference, ICDF2C 2015, Revised Selected Papers. Breitinger, F. & James, J. I. (eds.). Springer-Verlag Berlin Heidelberg, p. 3-15 13 p. (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST; vol. 157).

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

  • Digital forensics
  • Curricula
  • Education
  • Students