Visualizing the Effects of Predictor Variables in Black Box Supervised Learning Models

Pacific Grove, CA: Wadsworth & Brooks/Cole

Chambers, J. M. and Hastie, T. J. (1992) Statistical Models in S · 1992

Earlier work this paper cites.

Summit, NJ: Hobart Press

Cleveland, W. S. (1993) Visualizing Data · 1993

Earlier work this paper cites.

Annals of Statistics

Stone, C. J. (1994) The use of polynomial splines and their tensor products in multivariate function estimation · 1994

Earlier work this paper cites.

Statistica Sinica

Cook, D. R. (1995) Graphics for studying the net effects of regression predictors · 1995

Earlier work this paper cites.

Ph.D. thesis, Stanford University

Roosen, C. B. (1995) Visualization and Exploration of High-Dimensional Functions Using the Functional Anova Decomposition · 1995

Earlier work this paper cites.

Annals of Statistics

Friedman, J. H. (2001) Greedy function approximation: A gradient boosting machine · 2001

Cited alongside, same era.

New York: Springer

Venables, W. N. and Ripley, B. D. (2002) Modern Applied Statistics with S. Fourth Edition · 2002

Cited alongside, same era.

Journal of Computational and Graphical Statistics

Hooker, G. (2007) Generalized functional anova diagnostics for high dimensional functions of dependent variables · 2007

Cited alongside, same era.

New York: Springer

Hastie, T., T. R. and Friedman, J. (2009) The elements of statistical learning · 2009

Cited alongside, same era.

Electronic Journal of Statistics

Chastaing, G., G. F. and Prieur, C. (2012) Generalized hoeffding-sobol decomposition for dependent variables - application to sensitivity analysis · 2012

Cited alongside, same era.

Journal of Mathematical Chemistry

Li, G. and Rabitz, H. (2012) General formulation of hdmr component functions with independent and correlated variables · 2012

Later among the works it cites.

Progress in Artificial Intelligence

Fanaee-T, H. and Gama, J. (2013) Event labeling combining ensemble detectors and background knowledge · 2013

Later among the works it cites.

SIAM/ASA Journal of Uncertainty Quantification

Rahman, S. (2014) A generalized anova dimensional decomposition for dependent probability measures · 2014

Later among the works it cites.

Journal of Computational & Graphical Statistics

Goldstein, A., K. A. B. J. and Pitkin, E. (2015) Peeking inside the black box: Visualizing statistical learning with plots of individual conditional expectation · 2015

Later among the works it cites.

URL: http://CRAN.R-project.org/package=tree

Ripley, B. D. (2015) tree: Classification and regression trees. r package version 1.0-36 · 2015

Later among the works it cites.