scholarly journals Case-based reasoning and object-oriented data structures exploit biological analogs to generate virtual evolutionary linkages

2007 ◽  
Author(s):  
Corie L. Cobb ◽  
Ying Zhang ◽  
Alice M. Agogino ◽  
Jennifer Mangold
Keyword(s):  
Data Structures ◽  
Object Oriented ◽  
Case Based Reasoning ◽  
Case Based

Simplifying decision trees: A survey

1997 ◽  
Vol 12 (01) ◽  
pp. 1-40 ◽  
Author(s):  
LEONARD A. BRESLOW ◽  
DAVID W. AHA
Keyword(s):  
Decision Trees ◽  
Data Structures ◽  
Classification Accuracy ◽  
Case Based Reasoning ◽  
Reasoning Systems ◽  
Tree Generation ◽  
Good Classification ◽  
Classification Tasks ◽  
Insight Into ◽  
Case Based

Induced decision trees are an extensively-researched solution to classification tasks. For many practical tasks, the trees produced by tree-generation algorithms are not comprehensible to users due to their size and complexity. Although many tree induction algorithms have been shown to produce simpler, more comprehensible trees (or data structures derived from trees) with good classification accuracy, tree simplification has usually been of secondary concern relative to accuracy, and no attempt has been made to survey the literature from the perspective of simplification. We present a framework that organizes the approaches to tree simplification and summarize and critique the approaches within this framework. The purpose of this survey is to provide researchers and practitioners with a concise overview of tree-simplification approaches and insight into their relative capabilities. In our final discussion, we briefly describe some empirical findings and discuss the application of tree induction algorithms to case retrieval in case-based reasoning systems.

scholarly journals Automatic Case-Based Reasoning Approach for Landslide Detection: Integration of Object-Oriented Image Analysis and a Genetic Algorithm

2015 ◽  
Vol 7 (4) ◽  
pp. 4318-4342 ◽  
Author(s):  
Jie Dou ◽  
Kuan-Tsung Chang ◽  
Shuisen Chen ◽  
Ali Yunus ◽  
Jin-King Liu ◽  
...  
Keyword(s):  
Genetic Algorithm ◽  
Image Analysis ◽  
Object Oriented ◽  
Case Based Reasoning ◽  
Case Based

A case-based reasoning approach to derive object-oriented models from software architectures

2010 ◽  
Vol 27 (4) ◽  
pp. 267-290 ◽  
Author(s):  
German L. Vazquez ◽  
J. Andres Díaz-Pace ◽  
Marcelo R. Campo
Keyword(s):  
Object Oriented ◽  
Software Architectures ◽  
Case Based Reasoning ◽  
Case Based

An Approach to Computer Aided Conceptual Design of the Mechanical Products With Middle Complex Level

2001 ◽  
Author(s):  
Cheng Xu ◽  
Yongjuan Wang ◽  
Changyi Liu
Keyword(s):  
Conceptual Design ◽  
Comprehensive Evaluation ◽  
Object Oriented ◽  
Parametric Model ◽  
Case Based Reasoning ◽  
Software System ◽  
Rule Based ◽  
Mechanical Products ◽  
Prototype Software ◽  
Case Based

Abstract An approach synthesized with comprehensive evaluation & decision, rule-based reasoning, case-based reasoning and 3D parametric model are proposed to solve the problems of automation of the conceptual design of the mechanical products with middle complex level. A prototype software system for automatic rifle layout design was implemented using the object-oriented language — C++ based on this approach. The results running the prototype software system can well meet the demands of conceptual design of these complex level products.

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