Logical analysis of data—An overview: From combinatorial optimization to medical applications
PL Hammer, TO Bonates - Annals of Operations Research, 2006 - Springer
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 …
along with a series of discrete optimization models associated to the implementation of …
Recent advances in the theory and practice of logical analysis of data
Abstract Logical Analysis of Data (LAD) is a data analysis methodology introduced by Peter
L. Hammer in 1986. LAD distinguishes itself from other classification and machine learning …
L. Hammer in 1986. LAD distinguishes itself from other classification and machine learning …
Logical analysis of data–the vision of Peter L. Hammer
Logical analysis of data (LAD) is a special data analysis methodology which combines ideas
and concepts from optimization, combinatorics, and Boolean functions. The central concept …
and concepts from optimization, combinatorics, and Boolean functions. The central concept …
Breast cancer prognosis by combinatorial analysis of gene expression data
Introduction The potential of applying data analysis tools to microarray data for diagnosis
and prognosis is illustrated on the recent breast cancer dataset of van't Veer and coworkers …
and prognosis is illustrated on the recent breast cancer dataset of van't Veer and coworkers …
Application of logical analysis of data to machinery-related accident prevention based on scarce data
This paper deals with the application of Logical Analysis of Data (LAD) to machinery-related
occupational accidents, using belt-conveyor-related accidents as an example. LAD is a …
occupational accidents, using belt-conveyor-related accidents as an example. LAD is a …
Logical analysis of data: theory, methodology and applications
Logical analysis of data (LAD) is a data analysis methodology which combines ideas and
concepts from optimization, combinatorics and Boolean functions. The idea of LAD was first …
concepts from optimization, combinatorics and Boolean functions. The idea of LAD was first …
On Pareto-optimal Boolean logical patterns for numerical data
C Guo, HS Ryoo - Applied Mathematics and Computation, 2021 - Elsevier
This paper clarifies the difference between intrinsically 0–1 data and binarized numerical
data for Boolean logical patterns and strengthens mathematical results and methods from …
data for Boolean logical patterns and strengthens mathematical results and methods from …
Construction of a Compact and High-Precision Classifier in the Inductive Learning Method for Prediction and Diagnostic Problems
R Kuzmich, A Stupina, A Yasinskiy, M Pokushko… - Information, 2022 - mdpi.com
The study is dictated by the need to make reasonable decisions in the classification of
observations, for example, in the problems of medical prediction and diagnostics. Today, as …
observations, for example, in the problems of medical prediction and diagnostics. Today, as …
Graph, clique and facet of boolean logical polytope
K Yan, HS Ryoo - Journal of Global Optimization, 2022 - Springer
Logical analysis of data (LAD) discovers useful knowledge from a set of data in the form of a
Boolean pattern for classifying future data. Generating a pattern has been shown to be …
Boolean pattern for classifying future data. Generating a pattern has been shown to be …
The modified method of logical analysis used for solving classification problems
R Kuzmich, A Stupina, L Korpacheva… - …, 2019 - journals.sagepub.com
The study is dictated by the need to interpret and justify the solutions of classification
problems. In this context, a method of logical analysis of data is considered along with its …
problems. In this context, a method of logical analysis of data is considered along with its …