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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

• 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

• 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

• 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

  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

• 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

• 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

• 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

• 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

• 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

• 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

• 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., 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

• 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

• 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

• 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

• 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

• SLO-driven right-sizing and resource provisioning of MapReduce jobs

  Verma, A., Cherkasova, L. & Campbell, R. H., Aug 31 2011, HP Laboratories Technical Report. 126 ed.

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

  • Linear regression
  • Marketing
  • Planning

• 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

• 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

• Using graphics rendering contexts to enhance the real-time video coding for mobile cloud gaming

  Shi, S., Hsu, C. H., Nahrstedt, K. & Campbell, R. H., 2011, MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops. p. 103-112 10 p. (MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops).

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

  • Image coding
  • Pixels
  • Cameras
  • Engines
  • Bandwidth

• 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

• Welcome from the technical program chairs

  Indulska, J., Bettini, C., Campbell, R. & Mascolo, C., Jun 8 2011, 2011 IEEE International Conference on Pervasive Computing and Communications, PerCom 2011. 5767604. (2011 IEEE International Conference on Pervasive Computing and Communications, PerCom 2011).

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

  • Ubiquitous computing
  • Communication

• 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

  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

• 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 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

• 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
• Paper

  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