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• 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

• 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

• 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

• 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
• 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

• Conference contribution

  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

• 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 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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
• Editorial

  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

• 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
• Paper

  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

• 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

• 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

• 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

• 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

• Stochastic variational video prediction

  Babaeizadeh, M., Finn, C., Erhan, D., Campbell, R. & Levine, S., 2018.

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

  • Real World
  • video
  • Prediction
  • predictive model
  • Natural World
• Review article

  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