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Daniel L. Elliott
Contact Information:
Email: id@cs.colostate.edu, id:dane
Twitter: dan elliott ster (all one word)
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Hard at work...
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About Me:
I am a Ph.D. student working with Chuck Anderson. I really enjoy applying machine learning to actual, real world problems. I enjoy high dimensional data issues, mixture models, neural networks, and simple, yet effective, computer vision systems.
Some of my qualifications can be viewed in my resume.
My research, interests, and current work:
(please feel free to request code and data used in any of these experiments)
- Modular reinforcement learning:
- Neural Networks:
- Computer Vision:
- Covariance regularization:
- Interests: random projections and classification, MPPCA
- D.L. Elliott, C. Anderson, M. Kirby "Covariance Regularization for Supervised Learning in High Dimensions," Proceedings of ANNIE 2010, November 1, 2010. (pdf)
- D.L. Elliott (2009). "Covariance Regularization In Mixture Of Gaussians For High-Dimensional Image Classification". MS Thesis, Colorado State University. (pdf)
- B. Draper, D.L. Elliott, J. Hayes, and K. Baek. " EM in High Dimensional Spaces ", IEEE Transactions on Systems, Man and Cybernetics, 35(3):571-577, June 2005. (pdf)
- Modelling grain drying and storage data:
- Current: Predicting seed drying times in forced-air seed drying buildings with heated air.
- D.L. Elliott, R.E. Valentine "Recurrent Neural Networks for moisture content prediction in seed corn dryer buildings," Proceedings of ICTAI 2011, November 7, 2011. (pdf|ps). Accompanying poster: (pdf|ps).
- ESN and Elman implementation based off code written by Elliott Forney.
- Other:
Code and data sets
- Image data used in many covariance regularization experiments: preprocessed to 32x32 and grayscale.
- The PyMix package. PyMix is a Python package for mixture models. I have contributed a little code to this excellent package. In particular, I added the ability to run the algorithm layed out in the ANNIE 2010 paper.
- Code I use with the SNOW package in R (much credit belongs to Andrew Sutton): snowfarm.R example.
Other stuff:
Background obtained from: www.boogiejack.com
Last updated September 2011