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. Hammer | 1 | 1996 | 288.93 |
Tibérius O. Bonates | 2 | 81 | 6.13 |