A roadmap for solving optimization problems with estimation of distribution algorithms

J Ceberio, A Mendiburu, JA Lozano - Natural Computing, 2024 - Springer
In recent decades, Estimation of Distribution Algorithms (EDAs) have gained much
popularity in the evolutionary computation community for solving optimization problems …

Survey on learning-to-rank based recommendation algorithms

黄震华, 张佳雯, 田春岐, 孙圣力, 向阳 - Journal of Software, 2015 - jos.org.cn
排序学习技术尝试用机器学习的方法解决排序问题, 已被深入研究并广泛应用于不同的领域,
如信息检索, 文本挖掘, 个性化推荐, 生物医学等. 将排序学习融入推荐算法中 …

Reinforcement learning based local search for grouping problems: A case study on graph coloring

Y Zhou, JK Hao, B Duval - Expert Systems with Applications, 2016 - Elsevier
Grouping problems aim to partition a set of items into multiple mutually disjoint subsets
according to some specific criterion and constraints. Grouping problems cover a large class …

[PDF][PDF] 基于排序学习的推荐算法研究综述

黄震华, 张佳雯, 田春岐, 孙圣力, 向阳 - 软件学报, 2015 - jos.org.cn
排序学习技术尝试用机器学习的方法解决排序问题, 已被深入研究并广泛应用于不同的领域,
如信息检索, 文本挖掘, 个性化推荐, 生物医学等. 将排序学习融入推荐算法中 …

The linear ordering problem revisited

J Ceberio, A Mendiburu, JA Lozano - European Journal of Operational …, 2015 - Elsevier
Abstract The Linear Ordering Problem is a popular combinatorial optimisation problem
which has been extensively addressed in the literature. However, in spite of its popularity …

Model-based gradient search for permutation problems

J Ceberio, V Santucci - ACM Transactions on Evolutionary Learning and …, 2023 - dl.acm.org
Global random search algorithms are characterized by using probability distributions to
optimize problems. Among them, generative methods iteratively update the distributions by …

Supervised ranking approach to identify infLuential websites in the darknet

MHDW Al Nabki, E Fidalgo, E Alegre, D Chaves - Applied Intelligence, 2023 - Springer
The anonymity and high security of the Tor network allow it to host a significant amount of
criminal activities. Some Tor domains attract more traffic than others, as they offer better …

RK-EDA: A novel random key based estimation of distribution algorithm

M Ayodele, J McCall, O Regnier-Coudert - Parallel Problem Solving from …, 2016 - Springer
The challenges of solving problems naturally represented as permutations by Estimation of
Distribution Algorithms (EDAs) have been a recent focus of interest in the evolutionary …

A review of distances for the Mallows and Generalized Mallows estimation of distribution algorithms

J Ceberio, E Irurozki, A Mendiburu… - Computational …, 2015 - Springer
The Mallows (MM) and the Generalized Mallows (GMM) probability models have
demonstrated their validity in the framework of Estimation of distribution algorithms (EDAs) …

Doubly stochastic matrix models for estimation of distribution algorithms

V Santucci, J Ceberio - Proceedings of the Genetic and Evolutionary …, 2023 - dl.acm.org
Problems with solutions represented by permutations are very prominent in combinatorial
optimization. Thus, in recent decades, a number of evolutionary algorithms have been …