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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

• 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

• 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

• 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

• 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

• 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

• 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
• 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

  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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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
• 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

• 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

• 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

• 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

• 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