A glass-box interactive machine learning approach for solving NP-hard problems with the human-in-the-loop

A Holzinger, M Plass, K Holzinger, GC Crisan… - arxiv preprint arxiv …, 2017‏ - arxiv.org
The goal of Machine Learning to automatically learn from data, extract knowledge and to
make decisions without any human intervention. Such automatic (aML) approaches show …

Metaheuristic-based heuristics for symmetric-matrix bandwidth reduction: a systematic review

GO Chagas, SLG de Oliveira - Procedia Computer Science, 2015‏ - Elsevier
Computational and storage costs of resolution of large sparse linear systems Ax= b can be
performed by reducing the bandwidth of A. Bandwidth reduction consists of carrying out …

[كتاب][B] Advances in bio-inspired computing for combinatorial optimization problems

CM Pintea - 2014‏ - Springer
” Advances in Bio-inspired Combinatorial Optimization Problems” illustrates several recent
bio-inspired efficient algorithms for solving NP-hard problems. Theoretical bio-inspired …

Emergency management using geographic information systems: application to the first romanian traveling salesman problem instance

GC Crişan, CM Pintea, V Palade - Knowledge and Information Systems, 2017‏ - Springer
The strategic design of logistic networks, such as roads, railways or mobile phone networks,
is essential for efficiently managing emergency situations. The geographic coordinate …

An ant colony hyperheuristic approach for matrix bandwidth reduction

SLG de Oliveira, LM Silva - Applied soft computing, 2020‏ - Elsevier
This paper considers the bandwidth reduction problem for large-scale matrices in serial
computations. A heuristic for bandwidth reduction reorders the rows and columns of a given …

An evaluation of heuristic methods for the bandwidth reduction of large-scale graphs

SL Gonzaga de Oliveira - Pesquisa Operacional, 2023‏ - SciELO Brasil
This paper studies the bandwidth reduction problem for large-scale sparse matrices in serial
computations. A heuristic for bandwidth reduction reorders the rows and columns of a given …

Iterated Local Search with Tabu Search for the Bandwidth Reduction Problem in Graphs

AAAM Abreu, SL Gonzaga de Oliveira - International Conference on …, 2024‏ - Springer
This paper addresses the bandwidth reduction problem in graphs, which is relevant in
several applications, such as reducing memory consumption and computational cost in …

Innovative platform for designing hybrid collaborative & context-aware data mining scenarios

A Avram, O Matei, C Pintea, C Anton - Mathematics, 2020‏ - mdpi.com
The process of knowledge discovery involves nowadays a major number of techniques.
Context-Aware Data Mining (CADM) and Collaborative Data Mining (CDM) are some of the …

A hybrid classical approach to a fixed-charged transportation problem

CM Pintea, CP Sitar, M Hajdu-Macelaru… - Hybrid Artificial Intelligent …, 2012‏ - Springer
Some of the most complex problems, nowadays, are transportation problems. A capacitated
fixed-charge transportation problem is the problem we are trying to solve using hybrid …

Secure traveling salesman problem with intelligent transport systems features

GC Crişan, CM Pintea, A Calinescu… - Logic Journal of the …, 2021‏ - academic.oup.com
Meeting the security requests in transportation is nowadays a must. The intelligent transport
systems (ITSs) represent the support for addressing such a challenge, due to their ability to …