Title
Logical analysis of data - An overview: From combinatorial optimization to medical applications
Abstract
The paper presents a review of the basic concepts of the Logical Analysis of Data (LAD), along with a series of discrete optimization models associated to the implementation of various components of its general methodology, as well as an outline of applications of LAD to medical problems. The combinatorial optimization models described in the paper represent variations on the general theme of set covering, including some with nonlinear objective functions. The medical applications described include the development of diagnostic and prognostic systems in cancer research and pulmonology, risk assessment among cardiac patients, and the design of biomaterials.
Year
DOI
Venue
2006
10.1007/s10479-006-0075-y
Annals OR
Keywords
Field
DocType
Data mining,Machine learning,Discrete optimization,Integer programming
Mathematical optimization,Computer science,Discrete optimization,Logical analysis of data,Theoretical computer science,Combinatorial optimization,Integer programming,Optimization problem
Journal
Volume
Issue
ISSN
148
1
0254-5330
Citations 
PageRank 
References 
43
1.81
14
Authors
2
Name
Order
Citations
PageRank
Peter L. Hammer11996288.93
Tibérius O. Bonates2816.13