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• 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

• 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

• 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., 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

• 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

• 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

• 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
• 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

• 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

• 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

• 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

• 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

• 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

• 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
• 2014

  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

• 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

• 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

• 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

• 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
• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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
• 2012

  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

• 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

• 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

• 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

• 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