NU-MineBench
Core Team:
- Jay Pisharath
- Ying Liu
- Berkin Ozisikyilmaz
- Ramanathan Narayanan
- Wei-keng Liao
- Alok Choudhary (PI)
- Gokhan Memik
Sponsors:
- National Science Foundation (grants CCF-0444405, CNS-0406341, CCR-0325207, CNS-0551639, CNS-0551551)
- Department of Energy (grant DE-FC02-01ER25485)
- Intel Corporation
NU-MineBench
Acknowledgements:
NU-MineBench project is an effort to bring in a diverse mix of applications from multiple application domains. Works described in the following publications were in part by supported this project:
- Ramanathan Narayanan, Berkin Ozisikyilmaz, Joseph Zambreno, Jayaprakash Pisharath, Gokhan Memik, and Alok Choudhary, "MineBench: A Benchmark Suite for Data Mining Workloads.", Proceedings of the International Symposium on Workload Characterization (IISWC). October, 2006. pdf
- Berkin Ozisikyilmaz, Ramanathan Narayanan, Joseph Zambreno, Gokhan Memik, and Alok Choudhary., "An Architectural Characterization Study of Data Mining and Bioinformatics Workloads.", Proceedings of the International Symposium on Workload Characterization (IISWC), October, 2006. pdf
- R. Narayanan, D. Honbo, G. Memik, A. Choudhary, J. Zambreno, "An FPGA Implementation of Decision Tree Classification", Proceedings of Design, Automation, and Test in Europe (DATE), April 2007. pdf
- R. Narayanan, B. Ozisikyilmaz, G. Memik, A. Choudhary, J. Zambreno, "Quantization Error and Accuracy-Performance Tradeoffs for Embedded Data Mining Workloads", Proceedings of High Performance Data Mining Workshop (HPDM), May 2007. pdf
- B. Ozisikyilmaz, G. Memik, A. Choudhary, "Machine Learning Models to Predict Performance of Computer System Design Alternatives", In Proc. of the 37th International Conference on Parallel Processing (ICPP), Portland, OR, 2008.pdf
- B. Ozisikyilmaz, G. Memik, A. Choudhary, "Efficient System Design Space Exploration Using Machine Learning Techniques", In Proc. of Design Automation Conference (DAC), Anaheim, CA, 2008. pdf
- Rohit Gupta, Tushar Garg, Gaurav Pandey, Michael Steinbach, and Vipin Kumar, "Comparative Study of Various Genomic Data Sets for Protein Function Prediction and Enhancements Using Association Analysis", In Proc Workshop on Data Mining for Biomedical Informatics, held in conjunction with the SIAM International Data Mining Conference, 2007. pdf
- Gaurav Pandey, Michael Steinbach, Rohit Gupta, Tushar Garg, and Vipin Kumar, "Association Analysis-based Transformations for Protein Interaction Networks: A Function Prediction Case Study", ACM SIGKDD international Conference on Knowledge Discovery and Data Mining, 2007. pdf
- Gaurav Pandey, Lakshmi Naarayanan Ramakrishnan, Michael Steinbach, and Vipin Kumar, "Systematic Evaluation of Scaling Methods for Gene Expression Data", IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2008. pdf
- B.V. Ness, C. Ramos, M. Haznadar, A. Hoering, J. Haessler, J. Crowley, S. Jacobus, M. Oken, V. Rajkumar, P. Greipp, B. Barlogie, B. Durie, M. Katz, G. Atluri, G. Fang, R. Gupta, M. Steinbach, V. Kumar, R. Mushlin, D. Johnson, and G. Morgan, "Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival", BMC Medicine, vol. 6, 2008. pdf
- Boriah, S., Kumar, V., Steinbach, M., Potter, C., and Klooster, S., "Land cover change detection: a case study.", 14th ACM SIGKDD international Conference on Knowledge Discovery and Data Mining, 2008. pdf
- Shyam Boriah, Varun Chandola and Vipin Kumar, "Similarity Measures for Categorical Data: A Comparative Evaluation", the SIAM International Conference on Data Mining, SDM 2008. pdf
- Varun Chandola, Arindam Banerjee, and Vipin Kumar, "Anomaly Detection: A Survey", ACM Computing Surveys, 2009. pdf
