Back to APM Home

APM Documents

Presentations

• Advanced Performance Models, DOE Next-generation Networks for Science Program PI Meeting 2014. (PDF)
• Data Reduction Technique for Large Streaming Data by Locally Exchangeable Measures. ESGF Workshop, 12/5/2013. (PDF)
• Advanced Performance Models, DOE Next-generation Networks for Science Program PI Meeting 2013 presentation. (PDF)
• Statistical Prediction Models for Network Traffic Performance, TIP2013 presentation. (PDF)

Publications

• Best Predictive Generalized Linear Mixed Model with Predictive Lasso for High-Speed Network Data Analysis, International Journal of Statistics and Probability, Vol. 4, No. 2, p132-148, doi:10.5539/ijsp.v4n2p132, ISSN 1927-7032, E-ISSN 1927-7040, 2015. (PDF, Related slides)
• Network Bandwidth Utilization Forecast Model on High Bandwidth Networks, ICNC 2015 (PDF, Slides), LBNL-6677E 2014. PDF
• Efficient Changing Pattern Detection on High Bandwidth Network Measurements, GDC 2014 (PDF).
• Edge-to-Edge Achieved Transfer Throughput Inference Using Link Utilization Counts, Evolving Internet 2014. (PDF)
• Relational Dynamic Bayesian Networks with Locally Exchangeable Measures, LBNL-6341E. (PDF)
• Best Predictive GLMM using LASSO with Application on High-Speed Network, LBNL-6327E. (PDF)
• Estimating and Forecasting Network Traffic Performance based on Statistical Patterns Observed in SNMP data, MLDM2013. (PDF)
• What SNMP data can tell us about Edge-to-Edge network performance, PAM2013 poster. (PDF)

Project yearly reports

• Reports for final Year 3 (10/2013 - 1/2015)
• Reports for Year 2 (10/2012 - 9/2013)
• Reports for Year 1 (10/2011 - 9/2012)

Other documents

• DATA REDUCTION METHODS, SYSTEMS, AND DEVICES, U.S. Patent Application, serial no. 14/555,365, filed on 11/26/2014.
• An Efficient Data Reduction Method with Locally Exchangeable Measures, U.S. Provisional Patent Application, serial no. 61/909,518, filed on 11/27/2013.

Contributed publications

• SecureCore: A Multicore-based Intrusion Detection Architecture for Real-Time Embedded Systems. RTAS'13 paper (PDF)

Prototype demo

• Bandwidth utilization prediction prototype