Publications

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[KDD 2022 Tutorial] Manish Marwah, Martin Arlitt. Deep learning for network traffic data. In KDD , Washington DC, August 2022
[ML HAT 2021] S. Xu, M. Marwah, M. Arlitt, N. Ramakrishnan. STAN: Synthetic Network Traffic Generation with Generative Neural Models. In Deployable Machine Learning for Security Defense (MLHat), with KDD, Virtal Event, Aug. 2021.
[arXiv:2003.10639] I-Ta Lee, Manish Marwah, Martin Arlitt. Attention-Based Self-Supervised Feature Learning for Security Data. . Mar. 2020.
[BigData 2019] Xiao Zhang, I-Ta Lee, Manish Marwah, Martin Arlitt and Dan Goldwasser. ACE -- An Anomaly Contribution Explainer for Cyber-Security Applications. , In IEEE Big Data , San Diego, CA, Dec. 2019.
[BigData 2018] Nikhil Muralidhar, Mohammad Raihanul Islam, Manish Marwah, Anuj Karpatne, and Naren Ramakrishnan. Incorporating Prior Domain Knowledge into Deep Neural Networks , In IEEE Big Data , Seattle, WA, Dec. 2018.
[BigData 2017] Alexander Ulanov, Manish Marwah, Mijung Kim, Roshan Dathathri, Carlos Zubieta, and Jun Li. Sandpiper: Scaling Probabilistic Inferencing to Large Scale Graphical Models, In IEEE Big Data , Boston, MA, Dec. 2017.
[SoCC 2017] Mijung Kim, Jun Li, Haris Volos, Manish Marwah, Alexander Ulanov, Kimberly Keeton, Joseph Tucek, Lucy Cherkasova, Le Xu and Pradeep Fernando. Sparkle: optimizing spark for large memory machines and analytics. , In ACM Symposium on Cloud Computing (SoCC) , Santa Clara, CA, Sept. 2017. (poster) (longer version)
[ICDE 2017] Alexander Ulanov, Andrey Simanovsky, Manish Marwah, Modeling Scalability of Distributed Machine Learning, In IEEE International Conference on Data Engineering (ICDE 2017) , San Diego, CA, April 2017.
[ACM TCPS] Gowtham Bellala, Manish Marwah, Martin Arlitt, Geoff Lyon, Cullen Bash, Amip Shah, Data Analytics for Managing Power in Commercial Buildings., ACM Transactions on Cyber-Physical Systems, 2017.
[BuildSys 2016] Aniket Chakrabarti, Manish Marwah, and Martin Arlitt, Robust Anomaly Detection for Large-Scale Sensor Data, In Proceedings of the 3rd ACM International Conference on Systems for Energy-Efficient Built Environments (BuildSys 2016), Stanford, CA, Nov. 2016.
[ICPE 2015] Martin Arlitt, Manish Marwah, Gowtham Bellala, Amip Shah, Jeff Healey, Ben Vandiver, IoTAbench: An Internet of Things Analytics Benchmark. In ACM/SPEC International Conference on Performance Engineering, Austin, TX, Jan/Feb 2015.
[TIST 2014] Shahriar Hossain, Manish Marwah, Amip Shah, Layne Watson, Naren Ramakrishnan, AutoLCA: A Framework for Sustainable Redesign and Assessment of Products, In ACM Transactions on Intelligent Systems and Technology (TIST), Vol. 5, No. 2, Apr. 2014.
[SIGMOD 2014] Fei Chen, Tere Gonzalez, Jun Li, Manish Marwah, Jim Pruyne, Krishnamurthy Viswanathan, Mijung Kim, Palette: Enabling Scalable Analytics for Big-Memory, Multicore Machines, In Proceedings of the ACM SIGMOD International Conference on Management of Data (SIGMOD-14), Demo, Snowbird, Utah, Jun. 2013.
[ICDM 2013] Jingu Kim, Naren Ramakrishnan, Manish Marwah, Amip Shah, Haesun Park, Regularization Paths for Sparse Nonnegative Least Squares Problems with Applications to Life Cycle Assessment Tree Discovery, In Proceedings of the 2013 Thirteenth IEEE International Conference on Data Mining (ICDM), Dec. 2013.
[AAAI 2013] Huijuan Shao, Manish Marwah, Naren Ramakrishnan, A Temporal Motif Mining Approach to Unsupervised Energy Disaggregation: Applications to Residential and Commercial Buildings, In Twenty-Seventh Conference on Artificial Intelligence (AAAI 2013), Aug. 2013. (Best Student Paper Award).
[VDA 2013] Ming Hao, Manish Marwah, Sebastian Mittelstadt, Halldor Janetzko, Daniel Keim, Umeshwar Dayal, Cullen Bash, Carlos Felix, Chandrakant Patel, Meichun Hsu, Yuan Chen, Visual Analytics for Cyber Physical Data Streams Using Spatio-Temporal Radial Pixel Visualization, In IS\&T/SPIE Conference on Visualization and Data Analysis (VDA), Jan. 2013.
[SUSCOM] A. Gandhi, Y. Chen, D. Gmach, M. Arlitt and M. Marwah, Hybrid Resource Provisioning for Minimizing Data Center SLA Violations and Power Consumption, In Journal of Sustainable Computing: Informatics and Systems (SUSCOM), Volume 2, Issue 2, pp. 91-104, 2012.
[BuildSys 2012] G. Bellala, M. Marwah, A. Shah, M. Arlitt, C. Bash, A Finite State Machine-based Characterization of Building Entities for Monitoring and Control, In Proceedings of ACM Workshop on Building Systems (Buildsys), Seattle, WA, Nov 2012.
[IEEE Potentials] N. Ramakrishnan, M. Marwah, A. Shah, D. Patnaik, D., M.S. Hossain, N. Sundaravaradan, C. Patel, Data Mining Solutions for Sustainability Problems, In IEEE Potentials, Nov. 2012.
[VAST 2012] Ming Hao, Manish Marwah, Sebastian Mittelstadt, Halldor Janetzko, Daniel Keim, Umeshwar Dayal, Cullen Bash, Carlos Felix, Chandrakant Patel, Meichun Hsu, Yuan Chen, Visualizing Cyber Physical Data Streams Using Radial Pixel Rings, In Proceedings of the IEEE Conference on Visual Analytics Science and Technology (IEEE VAST), (poster), Seattle, WA, Oct 2012. (Honorable Mention Award)
[KDD 2012] Gowtham Bellala, Manish Marwah, Martin Arlitt, Geoff Lyon, Cullen Bash, Following the Electrons: Methods for Power Management in Commercial Buildings. In ACM KDD, Beijing, China, August 12-16, 2012.
[AAAI 2012] P. Chakraborty, M. Marwah, M. Arlitt, N. Ramakrishnan, Fine-grained Photovoltaic Output Prediction Using a Bayesian Ensemble. In Proceedings of the 26th Conference on Artificial Intelligence (AAAI'12), Toronto, Canada, July 2012.
[SIGMETRICS 2012] Z. Liu, Y. Chen, C. Bash, A. Wierman, D. Gmach, Z. Wang, M. Marwah, C. Hyser, Renewable and Cooling Aware Workload Management for Sustainable Data Centers, In ACM SIGMETRICS/Performance, London, UK, June 11-15 2012.
[ITherm 2012] Manish Marwah, Cullen Bash, Rongliang Zhou, Carlos Felix, Rocky Shih, Tom Christian, Estimating data center thermal correlation indices from historical data. In 13th Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), San Diego, CA, May 30 - June 1, 2012,
[ITherm 2012] Martin Arlitt, Cullen Bash, Sergey Blagodurov, Yuan Chen, Tom Christian, Daniel Gmach, Chris Hyser, Niru Kumari, Zhenhua Liu, Manish Marwah, Alan McReynolds, Chandrakant Patel, Amip Shah, Zhikui Wang, Rongliang Zhou, Towards The Design and Operation of Net-Zero Energy Data Centers, In 13th Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), San Diego, CA, May 30 - June 1, 2012.
[NILM 2012] H. Shao, M. Marwah, N. Ramakrishnan, A Temporal Motif Mining Approach to Unsupervised Energy Disaggregation, In Proceedings of the 1st International Workshop on Non-intrusive Load Monitoring, Pittsburgh, PA, May 2012.
[IVS] M. Hao, M. Marwah, H. Janetzko, U. Dayal, D. Keim, D. Patnaik, N. Ramakrishnan, R. Sharma, Visual Exploration of Frequent Patterns in Multivariate Time Series, In Information Visualization, Vol. 11, No. 1, pages 71-83, Jan 2012.
[BuildSys 2011] Gowtham Bellala, Manish Marwah, Martin Arlitt, Geoff Lyon, Cullen Bash, Towards an understanding of campus-scale power consumption, In ACM BuildSys, Seattle, WA, November 2011.
[IEEE Computer] M. Marwah, A. Shah, C. Bash, C. Patel, N. Ramakrishnan, Using Data Mining to Help Design Sustainable Products, In IEEE Computer , August 2011.
[IGCC 2011] A. Gandhi, Y. Chen, D. Gmach, M. Arlitt, and M. Marwah, Minimizing Data Center SLA Violations and Power Consumption via Hybrid Resource Provisioning, In Second International Green Computing Conference (IGCC 2011), July 2011. (Best Paper Award)
[ACM TIST 2011] D. Patnaik, M. Marwah, R. Sharma, and N. Ramakrishnan, Temporal Data Mining Approaches for Sustainable Chiller Management in Data Centers, ACM Transactions on Intelligent Systems and Technology, July 2011.
[AAAI 2011] N. Sundaravaradan, D. Patnaik, N. Ramakrishnan, M. Marwah, and A. Shah, Discovering Life Cycle Assessment (LCA) Trees from Impact Factor Databases, In Twenty-Fifth Conference on Artificial Intelligence (AAAI 2011), San Francisco, CA, Aug. 2011.
[ES 2011] Christopher Hoover, Ratnesh Sharma, Brian Watson, Sue Charles, Amip Shah, Chandrakant Patel, Manish Marwah, Tom Christian, Cullen Bash, Sustainable IT Ecosystems: Enabling Next-Generation Cities, In 5th International ASME Energy Sustainability Conference, San Francisco, CA, Aug 2011.
[EuroVis 2011] Ming Hao, Halldor Janetzko, Sebastian Mittelstadt, Water Hill, Umeshwar Dayal, Daniel Keim, Manish Marwah, Ratnesh Sharma, A Visual Analytics Approach for Peak-Preserving Prediction of Large Seasonal Time Series, In EuroVis , Bergen, Norway, May 2011.
[ISSST 2011] Brian Watson, Ratnesh Sharma, Susan Charles, Amip Shah, Chandrakant Patel, Manish Marwah, Christopher Hoover, Thomas Christian, and Cullen Bash Creating a Sustainable IT Ecosystem: Enabling Next-Generation Urban Infrastructures, In IEEE International Symposium on Sustainable Systems and Technology (ISSST), Chicago, IL, May 2011.
[ISSST 2011] N. Sundaravaradan, M. Marwah, A. Shah, and N. Ramakrishnan, Data Mining Approaches to Life Cycle Assessment, In IEEE International Symposium on Sustainable Systems and Technology (ISSST), Chicago, IL, May 2011.
[SDM 2011] Hyungsul Kim, Manish Marwah, Martin Arlitt, Geoff Lyon and Jiawei Han, Unsupervised Disaggregation of Low Frequency Power Measurements, In SIAM International Conference on Data Mining (SDM), Mesa, Arizona, April 28-30, 2011.
[VDA 2011] M.C. Hao, M. Marwah, H. Janetzko, D. Keim, U. Dayal, R. Sharma, D. Patnaik, and N. Ramakrishnan, Visual Analysis of Frequent Patterns in Large Time Series, In IS\&T/SPIE Conference on Visualization and Data Analysis (VDA), San Francisco, CA, Jan 2011. (One of five best papers)
[VAST 2010] M.C. Hao, M. Marwah, H. Janetzko, D. Keim, U. Dayal, R. Sharma, D. Patnaik, and N. Ramakrishnan, Visual Analysis of Frequent Patterns in Large Time Series, In Proceedings of the IEEE Conference on Visual Analytics Science and Technology (IEEE VAST), Salt Lake City, UT, Oct 2010.(poster)
[IMECE 2010] Manish Marwah, Martin Arlitt, Chirstopher Hoover, Cullen Bash, Ratnesh Sharma, Exploratory Analysis of Aggregate Power Metrics in Data Centers, In IMECE, Vancouver, Canada, Nov. 2010.
[SensorKDD 2010] Manish Marwah, Ratnesh Sharma, Wilfredo Lugo, Lola Bautista, Anomalous Thermal Behavior Detection in Data Centers using Hierarchical PCA, In SensorKDD in conjunction with KDD 2010.
[ICAC 2010] B. Watson, M. Marwah, D. Gmach, Y. Chen, M. Arlitt, Z. Wang, Probabilistic Performance Modeling of Virtualized Resource Allocation, In 7th Int. Conf. on Autonomic Computing and Communications (ICAC), Washington, D.C., June 2010.
[Itherm 2010] Manish Marwah, Ratnesh Sharma and Cullen Bash, Thermal Anomaly Prediction in Data Centers, In Itherm, Las Vegas, NV, June 2010.
[IDA 2010] Debprakash Patnaik, Manish Marwah, Ratnesh K. Sharma, Naren Ramakrishnan, Data Mining for Modeling Chiller Systems in Data Centers, In IDA 2010, Tuscon, AZ.
[IMECE 2009] Sharma, R., Bash, C.E., Marwah, M., Christian, T., Patel, C.D. MICROGRIDS: A new approach to supply-side design of datacenters, In ASME IMECE 2009.
[InterPACK 2009] M. Marwah, R. Sharma, W. Lugo. Autonomous Detection of Thermal Anomalies in Data Centers. In ASME InterPACK, San Francisco, July 2009.
[InterPACK 2009] Z. Wang, C. Bash, N. Tolia, M. Marwah, X. Zhu, P. Ranganathan, Optimal Fan Speed Control for Thermal Management of Servers, In ASME InterPACK, San Francisco, July 2009.
[InterPACK 2009] N. Tolia, Z. Wang, P. Ranganathan, C. Bash, M. Marwah, X. Zhu. Unified Thermal and Power Management in Server Enclosures, In ASME InterPACK, San Francisco, July 2009.
[InterPACK 2009] B. J. Watson, A. J. Shah, M. Marwah, C. E. Bash, R. K. Sharma, C. E. Hoover, T. W. Christian, C. D. Patel. Integrated Design and Management of a Sustainable Data Center. In ASME InterPACK, San Francisco, July 2009.
[NHT 2009] R. Sharma, M. Marwah, and W. Lugo. Application of data analytics to heat transfer phenomena for optimal design and operation of complex systems. In the proceedings of ASME National Heat Transfer Conference, San Francisco, July 2009.
[KDD 2009] D. Patnaik, M. Marwah, R. Sharma, N. Ramakrishnan, Sustainable Operation and Management of Data Center Chillers using Temporal Data Mining, In the proceedings of ACM KDD, Paris, France, June 2009 (Best application paper award runner-up)
[GREENMETRICS 2009] M. Marwah, P. Maciel, A. Shah, R. Sharma, T. Christian, C. Arajo, E. Souza, G. Callou, B. Silva, S. Galdino, J.P. Pires, Quantifying Sustainability Impact of Data Center Availability, In GreenMetrics, Seattle, WA, June 2009.
[ISSST 2009] B.J. Watson, R. K. Sharma, S. K. Charles, A.J. Shah, C.D. Patel, M. Marwah, C. E. Hoover, T. W. Christian, and C. E. Bash. Creating a Sustainable IT Ecosystem: Enabling Next-Generation Urban Infrastructures. In the proceedings of IEEE International Symposium on Sustainable Systems and Technology (ISSST), Phoenix, AZ, May 2009.
[ISSST 2009] Tom Christian, Yuan Chen, Rocky Shih, Ratnesh Sharma, Christopher Hoover, Manish Marwah, Amip Shah, Daniel Gmach, Automated Synthesis of Sustainable Data Centers, In the proceedings of IEEE International Symposium on Sustainable Systems and Technology (ISSST), Phoenix, AZ, May 2009.
[ISSST 2009] Manish Marwah, Ratnesh Sharma, Naren Ramakrishnan, Cullen Bash, Chandrakant Patel, Knowledge Discovery and Data Mining for Sustainable Ecosystems (Poster), In the proceedings of IEEE International Symposium on Sustainable Systems and Technology (ISSST), Phoenix, AZ, May 2009.
[Compute 2009] M. Marwah, R. Sharma, C. Patel, R. Shih, V. Bhatia, M. Mekanapurath, Velayudhan, Data analysis, Visualization and Knowledge Discovery in Sustainable Data Centers, In the proceedings of ACM Compute, Bangalore, India, Jan 2009.
[HotPower 2008] N. Tolia, Z. Wang, M. Marwah, C. Bash, P. Ranganathan, and X. Zhu, Zephyr: Delivering energy proportionality with non energy proportional systems optimizations at the ensemble layer, In the proceedings of HotPower, San Diego, CA, Dec 2008.
[DSN 2008] M. Marwah, S. Mishra and C. Fetzer, Enhanced Server Fault-Tolerance for Improved User Experience, In the Proceedings of IEEE International Conference on Dependable Systems and Networks (DSN), Anchorage, AK, June 2008.
[PhD Thesis] M. Marwah, Enhanced Server Fault-Tolerance Techniques for Improved User Experience, Computer Science Department, University of Colorado, Boulder, Colorado, 2008.
Marwah and S. Mishra. Wireless IP Telephony. Invited book chapter in The Handbook of Computer Networks, Wiley, 2007.
[HASE 2007] M. Marwah, S. Mishra and C. Fetzer, Systems Architectures for Transactional Network Interface, In proceedings of 10th IEEE High Assurance Systems Engineering Symposium, Dallas, TX, Nov. 2007.
[SRDS 2006] M. Marwah, S. Mishra and C. Fetzer, Fault-tolerant and scalable TCP splice and web server architecture, In the Proceedings of the 25th IEEE Symposium on Reliable Distributed Systems (SRDS 2006), Leeds, UK, October 2006.
[WADS 2006] M. Marwah, S. Mishra and C. Fetzer. An Evaluation of Fault Tolerant TCP-Splice Based Web Server Architectures. In the Proceedings of the IEEE Workshop on Architecting Dependable Systems (WADS), co-located with DSN 2006, Philadelphia, PA, June 2006.
[ICCCN 2005] M. Marwah, D. Chavez, D. Gillespie, and V. Velamala. Efficient, Scalable Migration of IP Telephony Calls for Enhanced Fault-tolerance. In proceedings of Fourteenth International Conference on Computer Communications and Networks, San Diego, Oct. 2005.
[DSN 2005] M. Marwah, S. Mishra and C. Fetzer, A system demonstration of ST-TCP, In the Proceedings of the IEEE International Conference on Dependable Systems and Networks (DSN), Yokohama, Japan, June 2005.
[DSP 2004] M. Marwah and S. Das, UniCA - A Unifed Classification Algorithm For Call Progress Tones, In the proceedings of the 11th IEEE Digital Signal Processing Workshop, Taos Ski Valley, NM, August 2004.
[DSN 2003] M. Marwah, S. Mishra and C. Fetzer, TCP Server Fault Tolerance Using Connection Migration to a Backup Server, In the Proceedings of the IEEE International Conference on Dependable Systems and Networks (DSN), San Francisco, CA, June 2003.
M. Marwah and R. L. Mahajan, Building Neural Network Equipment Models Using Model Modifier Techniques, In IEEE Transactions on Semiconductor Manufacturing, August 1999.
M. Marwah, Y. Li and R. L. Mahajan, Integrated Neural Network Modeling for Electronics Manufacturing, In Journal of Electronics Manufacturing, Vol. 6, No. 2, June 1996.