- SRHT: Uses the Subsampled Randomized Hadamard Transform (SRHT), equivalent to leverage based sampling.
- aIWS, aRWS: Samples based on approximated statistical influence.
- Uluru: SRHT with bias correction.
See: McWilliams, B., Krummenacher, G., Lučić, M., and Buhmann, J. M. (2014) Fast and Robust Least Squares Estimation in Corrupted Linear Models.
[download LRR] [Download working paper]
EDT is based heavily on the Mutual Information Toolbox and also requires the Systems Biology Toolbox 2 and the Submodular Function Optimization Toolbox.
The Mutual Information Toolbox (MIT) is documented in Appendix A of the master's thesis "Entropy-based Experimental Design for Model Selection in Systems Biology" [pdf] of Alain Hauser, 2009 ETH Zurich.
Documentation for the Experimental Design Toolbox is available here.
[download EDT] [EDT documentation]
[download MIT] [MIT documentation]