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Model interpretation is one of the key aspects of the model evaluation process.
Classification and regression trees
Leo Breiman, J. H. Friedman, R. A. Olshen, and C. J. Stone · 1984
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Random forests
Leo Breiman · 2001
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Introduction to Algorithms
Thomas H. Cormen, Clifford Stein, Ronald L. Rivest, and Charles E. Leiserson · 2001
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Principles of data mining
David J. Hand, Padhraic Smyth, and Heikki Mannila · 2001
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Classification and regression by randomforest
Andy Liaw and Matthew Wiener · 2002
Earlier work this paper cites.
Random forests
Leo Breiman and Adele Cutler · 2008
Cited alongside, same era.
Conditional variable importance for random forests
Carolin Strobl, Anne-Laure Boulesteix, Thomas Kneib, Thomas Augustin, and Achim Zeileis · 2008
Cited alongside, same era.
Interpretation of nonlinear qsar models applied to ames mutagenicity data
Lars Carlsson, Ernst Ahlberg Helgee, and Scott Boyer · 2009
Cited alongside, same era.
How to explain individual classification decisions
David Baehrens, Timon Schroeter, Stefan Harmeling, Motoaki Kawanabe, Katja Hansen, and Klaus-Robert Muller · 2010
Cited alongside, same era.
Best practices for qsar model development, validation, and exploitation
Alexander Tropsha · 2010
Cited alongside, same era.
http://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+\%28Diag%nostic\%29
Breast Cancer Wisconsin Diagnostic dataset
Cited in the paper.
http://cran.r-project.org/
CRAN - The Comprehensive R Archive Network
Cited in the paper.
http://archive.ics.uci.edu/ml/datasets/Iris
Iris dataset
Cited in the paper.
Visual interpretation of kernel-based prediction models
Katja Hansen, David Baehrens, Timon Schroeter, Matthias Rupp, and Klaus-Robert Muller · 2011
Later among the works it cites.
Interpretation of qsar models based on random forest methods
Victor E. Kuz’min, Pavel G. Polishchuk, Anatoly G. Artemenko, and Sergey A. Andronati · 2011
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Interpreting linear support vector machine models with heat map molecule coloring
Lars Rosenbaum, Georg Hinselmann, Andreas Jahn, and Andreas Zell · 2011
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Mining of Massive Datasets
Anand Rajaraman and Jeffrey D. Ullman · 2012
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