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• 3D audio interface for rich mobile web experiences

  Wu, V. K. Y. & Campbell, R. H., 2012, Mobile Computing, Applications, and Services - 2nd International ICST Conference, MobiCASE 2010, Revised Selected Papers. Griss, M. & Yang, G. (eds.). Springer-Verlag Berlin Heidelberg, p. 1-16 16 p. (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST; vol. 76 LNICST).

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

  • Human computer interaction
  • Speech recognition
  • Mobile computing
  • Systems analysis

• A case for validating remote application integrity for data processing systems

  Chu, J. M., Montanari, M. & Campbell, R. H., Nov 12 2012, Proceedings - 2012 5th International Symposium on Resilient Control Systems, ISRCS 2012. p. 168-173 6 p. 6309313. (Proceedings - 2012 5th International Symposium on Resilient Control Systems, ISRCS 2012).

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

  • Advanced metering infrastructures
  • Smart meters
  • Online systems
  • Network architecture
  • Simulators

• ADP: Automated diagnosis of performance pathologies using hardware events

  Yoo, W., Larson, K., Baugh, L., Kim, S. & Campbell, R. H., Aug 13 2012, SIGMETRICS/Performance 2012 - Proceedings of the 2012 ACM SIGMETRICS/Performance, Joint International Conference on Measurement and Modeling of Computer Systems. 1 SPEC. ISS. ed. p. 283-294 12 p. (Performance Evaluation Review; vol. 40, no. 1 SPEC. ISS.).

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

  • Administrative data processing
  • Pathology
  • Computer hardware
  • Shielding
  • Decision trees

• A map-reduce based framework for heterogeneous processing element cluster environments

  Tan, Y. S., Lee, B. S., He, B. & Campbell, R. H., Jul 16 2012, Proceedings - 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGrid 2012. p. 57-64 8 p. 6217405. (Proceedings - 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGrid 2012).

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

  • MapReduce
  • Framework
  • Vertex of a graph
  • Large dataset
  • Distributed computer systems

• An algorithm for fast edit distance computation on GPUs

  Farivar, R., Kharbanda, H., Venkataraman, S. & Campbell, R. H., Dec 12 2012, 2012 Innovative Parallel Computing, InPar 2012. 6339593. (2012 Innovative Parallel Computing, InPar 2012).

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

  • Graphics processing unit
  • Dynamic programming
  • Flow control
  • Data storage equipment
  • Viruses

• 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

• 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

• A storage-centric analysis of MapReduce workloads: File popularity, temporal locality and arrival patterns

  Abad, C. L., Roberts, N., Lu, Y. & Campbell, R. H., Jan 1 2012, Proceedings - 2012 IEEE International Symposium on Workload Characterization, IISWC 2012. IEEE Computer Society, p. 100-109 10 p. 6402909. (Proceedings - 2012 IEEE International Symposium on Workload Characterization, IISWC 2012).

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

  • Big data
  • Servers
  • Data storage equipment

• 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

• 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

• 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

• Confidentiality of event data in policy-based monitoring

  Montanari, M. & Campbell, R. H., Oct 1 2012, 2012 42nd Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2012. 6263954. (Proceedings of the International Conference on Dependable Systems and Networks).

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

  • Monitoring
  • Topology
  • Experiments

• 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: 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

• 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

• 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

• 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

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

  Verma, A., Cherkasova, L., Kumar, V. S. & Campbell, R. H., Jul 30 2012, Proceedings of the 2012 IEEE Network Operations and Management Symposium, NOMS 2012. p. 900-905 6 p. 6212006. (Proceedings of the 2012 IEEE Network Operations and Management Symposium, NOMS 2012).

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

  • MapReduce
  • Workload
  • Deadline
  • Performance
  • Hadoop

• 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., 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

• 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

• 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

• 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

• Evidence of log integrity in policy-based security monitoring

  Montanari, M., Huh, J. H., Dagit, D., Bobba, R. B. & Campbell, R. H., Dec 1 2012, 2012 IEEE/IFIP 42nd International Conference on Dependable Systems and Networks Workshops, DSN-W 2012. 6264693. (Proceedings of the International Conference on Dependable Systems and Networks).

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

  • Compliance
  • Monitoring
  • Software agents
  • Application programming interfaces (API)
  • Managers

• Failure scenario as a service (FSaaS) for Hadoop clusters

  Faghri, F., Bazarbayev, S., Overholt, M., Farivar, R., Campbell, R. H. & Sanders, W. H., 2012, Proceedings of the Workshop on Secure and Dependable Middleware for Cloud Monitoring and Management, SDMCMM 2012. (Proceedings of the Workshop on Secure and Dependable Middleware for Cloud Monitoring and Management, SDMCMM 2012).

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

  • Cloud computing
  • Testing
  • Industry

• 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

• 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

• Introduction to special section on formal methods in pervasive computing

  Bakhouya, M., Campbell, R., Coronato, A., De Pietro, G. & Ranganathan, A., Apr 1 2012, In: ACM Transactions on Autonomous and Adaptive Systems. 7, 1, 6.

  Research output: Contribution to journal › Review article › peer-review

  • Formal methods
  • Ubiquitous computing
  • Availability

• 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 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

• Metadata traces and workload models for evaluating big storage systems

  Abad, C. L., Luu, H., Roberts, N., Lee, K., Lu, Y. & Campbell, R. H., Dec 1 2012, Proceedings - 2012 IEEE/ACM 5th International Conference on Utility and Cloud Computing, UCC 2012. p. 125-132 8 p. 6424937. (Proceedings - 2012 IEEE/ACM 5th International Conference on Utility and Cloud Computing, UCC 2012).

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

  • Metadata
  • Big data

• Model-Based Reinforcement Learning for Atari

  Campbell, R., Mar 2019, (E-pub ahead of print).

  Research output: Contribution to conference › Paper

  • Reinforcement learning
  • Learning algorithms
  • Experiments

• Multi-organization policy-based monitoring

  Montanari, M., Cook, L. T. & Campbell, R. H., Oct 2 2012, Proceedings - 2012 IEEE International Symposium on Policies for Distributed Systems and Networks, POLICY 2012. p. 70-77 8 p. 6268003. (Proceedings - 2012 IEEE International Symposium on Policies for Distributed Systems and Networks, POLICY 2012).

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

  • Monitoring
  • Compliance

• 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

• PIC: Partitioned iterative convergence for clusters

  Farivar, R., Raghunathan, A., Chakradhar, S., Kharbanda, H. & Campbell, R. H., Jan 1 2012, Proceedings - 2012 IEEE International Conference on Cluster Computing, CLUSTER 2012. IEEE Computer Society, p. 391-401 11 p. 6337802. (Proceedings - 2012 IEEE International Conference on Cluster Computing, CLUSTER 2012).

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

  • Parallel programming
  • K-means clustering
  • Linear equations
  • Data structures
  • Set theory

• 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

• 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

• 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

• 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