Automatic construction of decision trees from data: A multi-disciplinary survey

SK Murthy - Data mining and knowledge discovery, 1998 - Springer
Decision trees have proved to be valuable tools for the description, classification and
generalization of data. Work on constructing decision trees from data exists in multiple …

Information-theoretic measures for knowledge discovery and data mining

YY Yao - Entropy measures, maximum entropy principle and …, 2003 - Springer
A database may be considered as a statistical population, and an attribute as a statistical
variable taking values from its domain. One can carry out statistical and information-theoretic …

[LIVRE][B] Pattern recognition and neural networks

BD Ripley - 2007 - books.google.com
Pattern recognition has long been studied in relation to many different (and mainly
unrelated) applications, such as remote sensing, computer vision, space research, and …

A survey of decision tree classifier methodology

SR Safavian, D Landgrebe - IEEE transactions on systems, man …, 1991 - ieeexplore.ieee.org
A survey is presented of current methods for decision tree classifier (DTC) designs and the
various existing issues. After considering potential advantages of DTCs over single-state …

[LIVRE][B] A probabilistic theory of pattern recognition

L Devroye, L Györfi, G Lugosi - 2013 - books.google.com
Pattern recognition presents one of the most significant challenges for scientists and
engineers, and many different approaches have been proposed. The aim of this book is to …

Methods of combining multiple classifiers and their applications to handwriting recognition

L Xu, A Krzyzak, CY Suen - IEEE transactions on systems, man …, 1992 - ieeexplore.ieee.org
Possible solutions to the problem of combining classifiers can be divided into three
categories according to the levels of information available from the various classifiers. Four …

Twenty years of document image analysis in PAMI

G Nagy - IEEE Transactions on Pattern Analysis & Machine …, 2000 - computer.org
Twenty Years of Document Image Analysis in PAMI Toggle navigation IEEE Computer
Society Digital Library Jobs Tech News Resource Center Press Room Advertising About Us …

An active testing model for tracking roads in satellite images

D Geman, B Jedynak - IEEE Transactions on Pattern Analysis …, 1996 - ieeexplore.ieee.org
We present a new approach for tracking roads from satellite images, and thereby illustrate a
general computational strategy (" active testing") for tracking 1D structures and other …

An iterative growing and pruning algorithm for classification tree design

SB Gelfand, CS Ravishankar… - … Conference on Systems …, 1989 - ieeexplore.ieee.org
An efficient iterative method is proposed to grow and prune classification trees. This method
divides the data sample into two subsets and iteratively grows a tree with one subset and …

Joint induction of shape features and tree classifiers

Y Amit, D Geman, K Wilder - IEEE transactions on pattern …, 1997 - ieeexplore.ieee.org
We introduce a very large family of binary features for two-dimensional shapes. The salient
ones for separating particular shapes are determined by inductive learning during the …