Analysis and Visualization of Classifier Performance: Comparison under Imprecise Class and Cost Distributions (1997)

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by Foster Provost , Tom Fawcett
Venue:In Proceedings of the Third International Conference on Knowledge Discovery and Data Mining
Citations:261 - 14 self

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255 Robust Classification for Imprecise Environments – Foster Provost, Tom Fawcett - 1989
1 Improving Rooftop Detection in Aerial Images Through Machine Learning – Marcus A. Maloof, Pat Langley, Thomas Binford, Stephanie Sage - 1998
50 Robust Classification Systems for Imprecise Environments – Foster Provost, Tom Fawcett - 1998
1 Probabilistic Approaches to Fraud Detection – Jaakko Hollmén, Jaakko Hollmn, Jaakko Hollmn - 1999
Intelligent Enterprise Technologies Laboratory – Hp Laboratories Palo, Alan H. Karp, Alan H. Karp - 2003
157 ROC graphs: Notes and practical considerations for data mining researchers – Tom Fawcett - 2003
47 Exploiting the cost (in)sensitivity of decision tree splitting criteria – Chris Drummond, Robert C. Holte - 2000
2 Many Are Better Than One: Improving Probabilistic Estimates From Decision Trees – Nitesh V. Chawla
8 Learning with Non-uniform Class and Cost Distributions: Effects and a Distributed Multi-classifier Approach – Philip K. Chan, Salvatore J. Stolfo - 1998
10 Cost-Sensitive Specialization – Geoffrey Webb - 1996
16 Improved rooftop detection in aerial images with machine learning – M. A. Maloof, P. Langley, T. O. Binford, R. Nevatia, S. Sage - 2003
44 Cost curves: an improved method for visualizing classifier performance – Chris Drummond, Robert C. Holte - 2006
301 SMOTE: Synthetic Minority Over-sampling Technique – Nitesh V. Chawla, Kevin W. Bowyer, Lawrence O. Hall, W. Philip Kegelmeyer - 2002
1 Problem Definition, Data Cleaning, and Evaluation: A Classifier Learning Case Study – Foster Provost, Andrea Pohoreckyj Danyluk - 1999
77 Explicitly Representing Expected Cost: An Alternative to ROC Representation – Chris Drummond, Robert C. Holte - 2000
SMILES v.2.3 A Multi-purpose Learning System * – C. Ferri-ramírez, J. Hernández-orallo, M. J. Ramírez-quintana
1 Multi-dimensional ROC Analysis with Decision Trees – C. Ferri-ramírez, P. Flach, J. Hernández-orallo - 2002
Rocking the ROC Analysis . . . – C. Ferri-Ramírez, et al. - 2001
20 Volume Under the ROC Surface for Multi-class Problems. Exact Computation and Evaluation of Approximations – C. Ferri, J. Hernández-orallo, M.A. Salido - 2003