General
P. Domingos. " Linear-Time Rule Induction
"
G. Webb. " Efficient Search
for Association Rules "
Discretization
A. Donaldson, "Clustering Training
Examples by Intervals, Hierarchies and Inherited Attributes" Tech Report
ISL-95-16
J. Quinlan. " Improved Use of
Continuous Attributes in C4.5 "
M. Ankerst, M. Breunig, H. Kriegel,
and J. Sander. "OPTICS:
Ordering Points To Identify the Clustering Structure"
X. Wu. " A Bayesian Discretizer
for Real-Valued Attributes "
J. Dougherty, R. Kohavi, and M.
Sahami. "Supervised and
Unsupervised Discretization of Continuous Features "
R. Kohavi and M. Sahami.
" Error-Based and Entropy-Based
Discretization of Continuous Features "
M. Postema, X. Wu, and T. Menzies.
"A Tuning Aid for
Discretization in Rule Induction "
M. Postema, X. Wu, and T. Menzies.
"A Tuning Aid to Improve
Deduction of Induction Results "
M. Postema, X. Wu, and T. Menzies.
"A Decision Support Tool for
Tuning Parameters in a Machine Learning Algorithm "
RL
S. Clearwater and J. Provost.
" RL4: A Tool
for Knowledge-Based Induction "
F. Provost, J. Aronis, and B.
Buchanan. "Rule-space Search
for Knowledge-based Discovery "
SAL
J. Aronis and F. Provost.
" Increasing
the Efficiency of Data Mining Algorithms with Breadth-First Marker Propagation
"
Evidence gathering
Misclassification costs
F. Provost and T. Fawcett.
" Analysis and Visualization
of Classifier Performance: Comparison Under Imprecise Class and Cost Distributions
"
F. Provost and T. Fawcett.
" Robust Classification
for Imprecise Environments "
Scaling
F. Provost. "Scaling Up Inductive Learning
with Massive Parallelism"
F. Provost and V. Kolluri.
" A Survery of Methods
for Scaling Up Inductive Algorithms "
Evaluation
T. Fawcett. "
Using Rule Sets to Maximize ROC Performance "
Autonomous Discovery
G. Livingston and B. Buchanan.
" Autonomous Discovery in
Empirical Domains "
G. Livingston. " Extensible,
General, and Robust Autonomous Discovery of Interesting Concepts "
G. Livingston, J. Rosenberg, and
B. Buchanan. "A Framework
for Autonomously Performing Knowledge Discovery in Databases "
G. Livingston, J. Rosenberg, and
B. Buchanan. "Closing the Loop:
Heuristics for Autonomous Discovery "
G. Livingston, J. Rosenberg, and
B. Buchanan. "Closing
the Loop: An Agena- and Justification-Based Framework for Selecting
the Next Discovery Task to be Performed"
J. Aronis. " Exploiting Background
Knowledge in Automated Discovery "
Applications
D. Hennessey, V. Gopalakrishnan,
and B. Buchanan. " Induction of
Rules for Biological Macromolecule Crystallization "