A computational model for logical analysis of data

D Gardy, F Lardeux, F Saubion - International Journal of Data Science and …, 2023 - Springer
Abstract Initially introduced by Peter Hammer, logical analysis of data (LAD) is a
methodology that aims at computing a logical justification for dividing a group of data into …

Logical analysis of data

E Boros, PL Hammer, T Ibaraki - Encyclopedia of data warehousing …, 2005 - igi-global.com
The logical analysis of data (LAD) is a methodology aimed at extracting or discovering
knowledge from data in logical form. The first paper in this area was published as Crama …

Pattern-based discriminants in the logical analysis of data

S Alexe, PL Hammer - Data mining in biomedicine, 2007 - Springer
Based on the concept of patterns, fundamental for the Logical Analysis of Data (LAD), we
define a numerical score associated to every observation in a dataset, and show that its use …

A pool-based pattern generation algorithm for logical analysis of data with automatic fine-tuning

M Caserta, T Reiners - European Journal of Operational Research, 2016 - Elsevier
In this paper, we address the binary classification problem, in which one is given a set of
observations, characterized by a number of (binary and non-binary) attributes and wants to …

Optimization models for logical analysis of data

PL Hammer - Proceedings of the workshop on data mining and …, 2006 - crm.umontreal.ca
Abstract The Logical Analysis of Data (LAD) is a combinatorics and optimization-based
methodology for extracting information from a dataset. Given a set of n-vectors, the central …

Pattern selection approaches for the logical analysis of data considering the outliers and the coverage of a pattern

J Han, N Kim, BJ Yum, MK Jeong - Expert Systems with Applications, 2011 - Elsevier
The logical analysis of data (LAD) is one of the most promising data mining methods
developed to date for extracting knowledge from data. The key feature of the LAD is the …

[PDF][PDF] EFFECTIVE CLASSIFICATION BASED ON CORRELATION ANALYSIS

H Chauhan, G Saxena, A Tripathi - academia.edu
This work deals with the problem of fashioning a fast and accurate data classification,
learning it from a possibly small set of information that might be already categorized. The …

Logical analysis of data–the vision of Peter L. Hammer

G Alexe, S Alexe, TO Bonates, A Kogan - Annals of Mathematics and …, 2007 - Springer
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 …

[图书][B] Optimization in logical analysis of data

TO Bonates - 2007 - search.proquest.com
Abstract Logical Analysis of Data (LAD) is a machine learning/data mining methodology that
combines ideas from areas such as Boolean functions, optimization and logic. In this thesis …

[HTML][HTML] Generalization error bounds for the logical analysis of data

M Anthony - Discrete Applied Mathematics, 2012 - Elsevier
This paper analyzes the predictive performance of standard techniques for the 'logical
analysis of data'(LAD), within a probabilistic framework. It does so by bounding the …