Citation Guide and Bibliography

If you use NeMoS in a published academic article or presentation, please cite the code by the DOI. You can use the following:

• Code:

Additionally, it may be a good idea to cite the following paper(s) depending on which component you use:

• GLM or PopulationGLM: Nelder and Wedderburn, 1972.

• BSplineEval or BSplineConv: Cox, 1972, De Boor, 1972.

• MSplineEval or MSplineConv: Ramsay, 1988.

• RaisedCosineLinearEval or RaisedCosineLogEval or RaisedCosineLinearConv or RaisedCosineLogConv: Pillow et al., 2005.

• ElasticNet: Zou and Hastie, 2005.

• GroupLasso: Yuan and Lin, 2006.

• Lasso: Tibshirani, 1996.

• Ridge: Hoerl and Kennard, 1970, Hoerl and Kennard, 1970.

Bibliography

[1]

Maurice G Cox. The numerical evaluation of b-splines. IMA Journal of Applied mathematics, 10(2):134–149, 1972.

[2]

Carl De Boor. On calculating with b-splines. Journal of Approximation theory, 6(1):50–62, 1972.

[3]

Arthur E Hoerl and Robert W Kennard. Ridge regression: biased estimation for nonorthogonal problems. Technometrics, 12(1):55–67, 1970.

[4]

Arthur E Hoerl and Robert W Kennard. Ridge regression: applications to nonorthogonal problems. Technometrics, 12(1):69–82, 1970.

[5]

John Ashworth Nelder and Robert WM Wedderburn. Generalized linear models. Journal of the Royal Statistical Society Series A: Statistics in Society, 135(3):370–384, 1972.

[6]

Jonathan W Pillow, Liam Paninski, Valerie J Uzzell, Eero P Simoncelli, and EJ Chichilnisky. Prediction and decoding of retinal ganglion cell responses with a probabilistic spiking model. Journal of Neuroscience, 25(47):11003–11013, 2005.

[7]

James O Ramsay. Monotone regression splines in action. Statistical science, pages 425–441, 1988.

[8]

Robert Tibshirani. Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society Series B: Statistical Methodology, 58(1):267–288, 1996.

[9]

Ming Yuan and Yi Lin. Model selection and estimation in regression with grouped variables. Journal of the Royal Statistical Society Series B: Statistical Methodology, 68(1):49–67, 2006.

[10]

Hui Zou and Trevor Hastie. Regularization and variable selection via the elastic net. Journal of the Royal Statistical Society Series B: Statistical Methodology, 67(2):301–320, 2005.