[图书][B] Data mining with decision trees: theory and applications

OZ Maimon, L Rokach - 2014 - books.google.com
decision trees for classification tasks (ie classification trees). In this edition we describe how
decision trees can … • The new addition includes a walk-through-guide for using decision trees

Decision trees and decision-making

JR Quinlan - IEEE Transactions on Systems, Man, and …, 1990 - ieeexplore.ieee.org
… Techniques that represent knowledge about classification tasks in the form of decision trees
… of the decision tree and for each outcome 0, we build a subsidiary decision tree by invoking …

Induction of decision trees

JR Quinlan - Machine learning, 1986 - Springer
… This paper summarizes an approach to synthesizing decision trees that has been used in
a variety of systems, and it describes one such system, ID3, in detail. Results from recent …

Decision trees: an overview and their use in medicine

V Podgorelec, P Kokol, B Stiglic, I Rozman - Journal of medical systems, 2002 - Springer
… a decision has to be made for an unsolved case, we start with the root node of the decision
tree … the attribute values in the decision tree until the leaf node is reached representing the …

Boosting decision trees

H Drucker, C Cortes - Advances in neural information …, 1995 - proceedings.neurips.cc
… In order to create different decision regions for each tree, we can force each decision tree
to consider another attribute as the root node, perhaps choosing that attribute from the first few …

Improving stability of decision trees

M Last, O Maimon, E Minkov - International journal of pattern …, 2002 - World Scientific
… However, as pointed out by the authors of the leading books on decision tree learning,…
decision tree as a subtree of another decision tree may have a negligible effect on the overall tree

Decision trees

C Bulac, A Bulac - … Solutions in Power Systems: HVDC, FACTS …, 2016 - Wiley Online Library
decision tree for TS consists of a decision node identifying the test and one branch for each
possible outcome. The same tree-… ith branch leads to the decision tree constructed from the …

Data mining with decision trees and decision rules

C Apté, S Weiss - Future generation computer systems, 1997 - Elsevier
… This paper describes the use of decision tree and rule … a high degree of insight into the
decision boundaries that exist in the … state-of-the-art tree and rule mining methodologies, as well …

Decision trees

H Schmid - The Handbook of Computational Linguistics and …, 2010 - Wiley Online Library
Decision trees are one of the techniques for solving classification problems of this kind.
Figure 7.1 shows a simple decision tree for the disambiguation of periods (‘.’), which is a subtask …

Decision trees

ZH Zhou, ZH Zhou - Machine Learning, 2021 - Springer
… , a decision tree makes decisions based on tree structures, which is also a common decision-…
we usually go through a series of judgments or sub-decisions: we first consider What is the …