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• 12th international workshop on systematic approaches to digital forensics engineering - SADFE 2018

  Frincke, D., Huang, M. Y., Losavio, M., Yasinsac, A., Erbacher, R., Lee, W., Endicott-Popovsky, B., Campbell, R., Guan, Y., Baggili, I., Maña, A., Chow, K. P. & Dampier, D., Aug 2 2018, In: Proceedings - 2018 IEEE Symposium on Security and Privacy Workshops, SPW 2018. p. xiii 8424597.

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

• A case study-based cybersecurity ethics curriculum

  Blanken-Webb, J., Palmer, I., Deshaies, S. E., Burbules, N. C., Campbell, R. H. & Bashir, M., 2018.

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

  • Curricula
  • Students
  • Compliance
  • Education

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• CouchFS: A high-performance file system for large data sets

  Yao, F. & Campbell, R. H., Sep 22 2014, Proceedings - 2014 IEEE International Congress on Big Data, BigData Congress 2014. Chen, P., Chen, P. & Jain, H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 784-785 2 p. 6906866. (Proceedings - 2014 IEEE International Congress on Big Data, BigData Congress 2014).

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

  • Big data

• CryptVMI: Encrypted virtual machine introspection in the cloud

  Yao, F. & Campbell, R. H., Dec 3 2014, Proceedings - 2014 IEEE 7th International Conference on Cloud Computing, CLOUD 2014. Kesselman, C. (ed.). IEEE Computer Society, p. 977-978 2 p. 6973855. (IEEE International Conference on Cloud Computing, CLOUD).

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

  • Virtual machine
  • Cloud computing
  • Virtualization

• CryptVMI: A flexible and encrypted virtual machine introspection system in the cloud

  Yao, F., Sprabery, R. & Campbell, R. H., Jan 1 2014, SCC 2014 - Proceedings of the 2nd International Workshop on Security in Cloud Computing. Association for Computing Machinery, p. 11-17 7 p. (SCC 2014 - Proceedings of the 2nd International Workshop on Security in Cloud Computing).

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

  • Virtual machine
  • Cloud computing
  • Virtualization
  • Machine tools
  • Large scale systems

• 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

• 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

• 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

• Denial-of-service threat to hadoop/YARN clusters with multi-tenancy

  Huang, J., Nicol, D. M. & Campbell, R. H., Sep 22 2014, Proceedings - 2014 IEEE International Congress on Big Data, BigData Congress 2014. Chen, P., Chen, P. & Jain, H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 48-55 8 p. 6906760. (Proceedings - 2014 IEEE International Congress on Big Data, BigData Congress 2014).

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

  • Denial-of-service attack
  • Discrete event simulation

• Developing a new digital forensics curriculum

  Lang, A., Bashir, M. N., Campbell, R. H. & DeStefano, L., 2014, p. S76-S84.

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

  • Digital forensics
  • Curricula
  • Social sciences
  • Computer science
  • Teaching

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• Guest editors' introduction: Special issue on management of cloud services

  Martinez, G., Alcaraz Calero, J. M. & Campbell, R. H., Mar 2014, In: IEEE Transactions on Network and Service Management. 11, 1, p. 1-2 2 p., 6805342.

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

• 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

• 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

• 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

• 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

• Model-Based Reinforcement Learning for Atari

  Campbell, R., Mar 2019.

  Research output: Contribution to conference › Paper

  • Reinforcement learning
  • Learning algorithms
  • Experiments

• 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

• On The Importance of Execution Ordering in Graph-Based Distributed Machine Learning Systems

  Campbell, R., 2018.

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

  • Learning systems
  • Machine learning
  • Servers
  • Communication

• 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

• 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

• 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

• 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

• 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