Mining protein primary structure data using committee machines approach to predict protein contact map

Habibi, NK; Mahdaviani, K; Saraee, MH

Abstract

Committee machines approach has shown to be useful in different applications. Protein primary structure data contain valuable information to extract. In this paper we mine these data and predict protein contact map based on committee machines. Contact map is the simplified, two dimensional representation of protein spatial structure. Contact map prediction is of great interest due to its application in fold recognition and predicting protein tertiary structure. The results show that the performance of the committee is considerably better than a single model.

Citation

Habibi, N., Mahdaviani, K., & Saraee, M. (2008, October). Mining protein primary structure data using committee machines approach to predict protein contact map. Presented at 4th IEEE International Conference on Emerging Technologies, 2008. ICET 2008., Rawalpindi, Pakistan,

• Presentation Conference Type: Other
• Conference Name: 4th IEEE International Conference on Emerging Technologies, 2008. ICET 2008.
• Conference Location: Rawalpindi, Pakistan,
• Start Date: Oct 18, 2008
• End Date: Oct 19, 2008
• Publication Date: Feb 6, 2008
• Deposit Date: Nov 3, 2011
• Book Title: 2008 4th International Conference on Emerging Technologies
• DOI: https://doi.org/10.1109/ICET.2008.4777515
• Publisher URL: http://dx.doi.org/10.1109/ICET.2008.4777515
• Additional Information: Event Type : Conference