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2019

Model-Based Reinforcement Learning for Atari

Campbell, R., Mar 2019.

Research output: Contribution to conferencePaper

Reinforcement learning
Learning algorithms
Experiments
2012

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 proceedingConference contribution

Metadata
2011
Ubiquitous computing
Middleware
Computer systems

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 journalEditorial

2010

Open cirrus: A global cloud computing testbed

Avetisyan, A. I., Campbell, R., Gupta, I., Heath, M. T., Ko, S. Y., Ganger, G. R., Kozuch, M. A., O'Hallaron, D., Kunze, M., Kwan, T. T., Lai, K., Lyons, M., Milojicic, D. S., Lee, H. Y., Soh, Y. C., Ming, N. K., Luke, J. Y. & Namgoong, H., Apr 1 2010, Computer, 43, 4, p. 35-43 9 p.

Research output: Contribution to specialist publicationArticle

Cloud computing
Testbeds
Innovation
2017

Trustworthy services built on event-based probing for layered defense

Sprabery, R., Estrada, Z. J., Kalbarczyk, Z., Iyer, R., Bobba, R. B. & Campbell, R., May 9 2017, Proceedings - 2017 IEEE International Conference on Cloud Engineering, IC2E 2017. Institute of Electrical and Electronics Engineers Inc., p. 215-225 11 p. 7923805. (Proceedings - 2017 IEEE International Conference on Cloud Engineering, IC2E 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Intrusion detection
Cloud computing
Detectors
Attack
Completeness
2014

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 journalEditorial

2017

Cloud Standards in Comparison: Are New Security Frameworks Improving Cloud Security?

Giulio, C. D., Sprabery, R., Kamhoua, C., Kwiat, K., Campbell, R. H. & Bashir, M. N., Sep 8 2017, Proceedings - 2017 IEEE 10th International Conference on Cloud Computing, CLOUD 2017. Fox, G. C. (ed.). IEEE Computer Society, p. 50-57 8 p. 8030571. (IEEE International Conference on Cloud Computing, CLOUD; vol. 2017-June).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cloud computing
Information technology
2012
Processing
Experiments
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 proceedingConference contribution

Big data

Developing a new digital forensics curriculum

Lang, A., Bashir, M. N., Campbell, R. H. & Destefano, L., Aug 2014, In : Digital Investigation. 11, SUPPL. 2

Research output: Contribution to journalArticle

Open Access
Curriculum
Curricula
curriculum
advanced course
Social Psychology
2010

Cross-layer quality assessment of scalable video services on mobile embedded systems

Kang, K., Jeon, W. J., Park, K. J., Campbell, R. H. & Nahrstedt, K., Oct 1 2010, In : IEEE Transactions on Mobile Computing. 9, 10, p. 1478-1490 13 p., 5499472.

Research output: Contribution to journalArticle

Embedded systems
3G mobile communication systems
Metric system
Broadcasting
Mobile devices
2018

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 proceedingConference contribution

Containers
Scheduling
Program processors
Hardware
Virtual machine
2014

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 proceedingConference contribution

Computer systems
Cloud computing
Machine tools
Large scale systems
Monitoring
2012

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 journalReview article

Formal methods
Ubiquitous computing
Availability
2015

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 proceedingConference contribution

Concurrency control
Network protocols
2017

Using OS design patterns to provide reliability and security as-a-service for VM-based clouds

Estrada, Z. J., Sprabery, R., Yan, L., Yu, Z., Campbell, R., Kalbarczyk, Z. & Iyer, R. K., Apr 8 2017, VEE 2017 - Proceedings of the 2017 ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments. Association for Computing Machinery, Inc, p. 157-170 14 p. (VEE 2017 - Proceedings of the 2017 ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Detectors
Monitoring
Virtual machine
Malware
2010

Forenscope: A framework for live forensics

Chan, E., Venkataraman, S., David, F., Chaugule, A. & Campbell, R., Dec 1 2010, Proceedings - 26th Annual Computer Security Applications Conference, ACSAC 2010. p. 307-316 10 p. (Proceedings - Annual Computer Security Applications Conference, ACSAC).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data storage equipment
Active networks
Malware
2019

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 journalArticle

Amyotrophic Lateral Sclerosis
Genome-Wide Association Study
Linkage Disequilibrium
Random Allocation
Smoking
2010
Pervasive Computing
Ubiquitous computing
Middleware
2012

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 proceedingConference contribution

Parallel programming
Linear equations
Neural networks
2011

DARE: Adaptive data replication for efficient cluster scheduling

Abad, C. L., Lu, Y. & Campbell, R. H., Nov 16 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 proceedingConference contribution

Scheduling
Turnaround time
Aging of materials
Sampling

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 proceedingConference contribution

Monitoring
Servers
Critical infrastructures
Compliance
Availability
2010

When huge is routine: Scaling genetic algorithms and estimation of distribution algorithms via data-intensive computing

Llorà, X., Verma, A., Campbell, R. H. & Goldberg, D. E., Feb 26 2010, In : Studies in Computational Intelligence. 269, p. 11-41 31 p.

Research output: Contribution to journalArticle

Evolutionary algorithms
Genetic algorithms
Processing
2012

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 proceedingConference contribution

Monitoring
Topology
Experiments

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 proceedingConference contribution

Administrative data processing
Pathology
Hardware
Decision trees
Shielding

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 proceedingConference contribution

MapReduce
Vertex of a graph
Processing
Distributed computer systems
Configuration
2011

A security policy framework for eEnabled fleets and airports

Montanari, M., Campbell, R. H., Sampigethaya, K. & Li, M., May 13 2011, 2011 Aerospace Conference, AERO 2011. 5747379. (IEEE Aerospace Conference Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

airports
airport
Airports
infrastructure
compliance
2018

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 journalArticle

Kinesin
Genome
Mutation
Genes
Genome-Wide Association Study
2013

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 journalArticle

security policy
Monitoring
Redundancy
Scalability
Servers

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. H., May 27 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 proceedingConference contribution

Viruses
Software packages
Starters
World Wide Web
Websites
2015

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 proceedingConference contribution

Broadcasting
Sensor networks
Scalability
Statistics

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 proceedingConference contribution

Controllers
Scheduling algorithms
Data structures
2011

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 proceedingConference contribution

Linear regression
Marketing
Planning
Processing
2010

A high-quality low-delay remote rendering system for 3D video

Shi, S., Kamali, M., Nahrstedt, K., Hart, J. C. & Campbell, R. H., 2010, MM'10 - Proceedings of the ACM Multimedia 2010 International Conference. p. 601-610 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sampling
Bandwidth
2016

World of empowered IoT users

Hashemi, S. H., Faghri, F., Rausch, P. & Campbell, R. H., May 17 2016, Proceedings - 2016 IEEE 1st International Conference on Internet-of-Things Design and Implementation, IoTDI 2016. Institute of Electrical and Electronics Engineers Inc., p. 13-24 12 p. 7471347. (Proceedings - 2016 IEEE 1st International Conference on Internet-of-Things Design and Implementation, IoTDI 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Agglomeration
Health care
Railroad cars
Actuators
Automation
2018
Learning systems
Servers
Communication
2017

Samza: Stateful scalable stream processing at linkedin

Noghabi, S. A., Paramasivamy, K., Pany, Y., Rameshy, N., Bringhursty, J., Gupta, I. & Campbell, R. H., Aug 1 2017, In : Proceedings of the VLDB Endowment. 10, 12, p. 1634-1645 12 p.

Research output: Contribution to journalConference article

Processing
Containers
Recovery
Scheduling
Throughput
2013

Theius: A streaming visualization suite for hadoop clusters

Tedesco, J., Dudko, R., Sharma, A., Farivar, R. & Campbell, R. H., Aug 12 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 proceedingConference contribution

Visualization
Cloud computing
Health
Monitoring

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 journalArticle

Clustered Data
Renewal Process
Media streaming
Trace
Workload
2012

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 proceedingConference contribution

Servers
Data storage equipment
Processing
Big data

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 proceedingConference contribution

Monitoring
Software agents
Application programming interfaces (API)
Managers
Personnel
2011

Play it again, SimMR!

Verma, A., Cherkasova, L. & Campbell, R. H., Aug 31 2011, In : HP Laboratories Technical Report. 127

Research output: Contribution to journalArticle

Simulators
Scheduling
Testbeds
Resource allocation
Engines
2012
Mobile devices
Servers
Display devices
Wireless networks
Electric power utilization
2011

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 proceedingConference contribution

Ubiquitous computing
Communication
2017

Cloud security certifications: A comparison to improve cloud service provider security

Di Giulio, C., Sprabery, R., Kamhoua, C., Kwiat, K., Campbell, R. H. & Bashir, M. N., Mar 22 2017, Proceedings of the 2nd International Conference on Internet of Things and Cloud Computing, ICC 2017. Hamdan, H., Boubiche, D. E. & Hidoussi, F. (eds.). Association for Computing Machinery, a120. (ACM International Conference Proceeding Series).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cloud computing
Security of data
Standardization
2013

Towards SDN enabled network control delegation in clouds

Malik, M. S., Montanari, M., Huh, J. H., Bobba, R. B. & Campbell, R. H., Sep 9 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 proceedingConference contribution

Software defined networking
2010

Real-time parallel remote rendering for mobile devices using graphics processing units

Yoo, W., Shi, S., Jeon, W. J., Nahrstedt, K. & Campbell, R. H., Nov 22 2010, 2010 IEEE International Conference on Multimedia and Expo, ICME 2010. p. 902-907 6 p. 5583022. (2010 IEEE International Conference on Multimedia and Expo, ICME 2010).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Mobile devices
Servers
Visualization
Rendering (computer graphics)
Graphics processing unit
2015

Digital forensics education: A multidisciplinary curriculum model

Palmer, I., Wood, E., Nagy, S., Garcia, G., Bashir, M. & Campbell, R., Jan 1 2015, Digital Forensics and Cyber Crime - 7th International Conference, ICDF2C 2015, Revised Selected Papers. Breitinger, F. & James, J. I. (eds.). Springer-Verlag, 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 proceedingConference contribution

Curricula
Education
Students
Digital forensics