[PDF][PDF] Accelerating Logical Analysis of Data Using an Ensemble-Based Technique.

O Elfar, S Yacout, H Osman - Engineering Letters, 2021 - engineeringletters.com
Logical Analysis of Data (LAD) is a well-known classification technique that generates
interpretable patterns with competitive accuracy. The challenge encountered in applying …

[PDF][PDF] Merging Logical Analysis of Data Models

O Elfar, P Montréal, S Yacout… - Proceedings of the …, 2019 - researchgate.net
Abstract Logical Analysis of Data (LAD) is a classification algorithm known for its high
accuracy and interpretable results, but it has relatively long computational time, which …

[HTML][HTML] Paired patterns in logical analysis of data for decision support in recognition

IS Masich, VS Tyncheko, VA Nelyub, VV Bukhtoyarov… - Computation, 2022 - mdpi.com
Logical analysis of data (LAD), an approach to data analysis based on Boolean functions,
combinatorics, and optimization, can be considered one of the methods of interpretable …

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 …

Integrated optimization model and algorithm for pattern generation and selection in logical analysis of data

R Ouyang, CA Chou - Computers & Operations Research, 2020 - Elsevier
In this paper, we present a new integrated optimization model and a greedy algorithm for
generating patterns, directly derived from original data instead of binarized data, in logical …

Multi-pattern generation framework for logical analysis of data

CA Chou, TO Bonates, C Lee… - Annals of Operations …, 2017 - Springer
Logical analysis of data (LAD) is a rule-based data mining algorithm using combinatorial
optimization and boolean logic for binary classification. The goal is to construct a …

Hierarchical multi-class LAD based on OvA-binary tree using genetic algorithm

HH Kim, JY Choi - Expert Systems with Applications, 2015 - Elsevier
Recently, logical analysis of data (LAD) using a classifier based on a linear combination of
patterns has been introduced, providing high classification accuracy and pattern-based …

Comparisons of classification methods in the original and pattern spaces

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

A process framework for inducing and explaining Datalog theories

M Gromowski, M Siebers, U Schmid - Advances in Data Analysis and …, 2020 - Springer
With the increasing prevalence of Machine Learning in everyday life, a growing number of
people will be provided with Machine-Learned assessments on a regular basis. We believe …

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 …