Improving the detection of evolutionary coupling: an approach considering sliding verification. - Marcelo Machado 001; Ricardo Choren (SAC, 2018)

Solving the Adaptive Curriculum Sequencing Problem with Prey-Predator Algorithm. - Marcelo de Oliveira Costa Machado; Eduardo Barrére; Jairo de Souza 001 (Int. J. Distance Educ. Technol., 2019)

A Knowledge-Based Approach for Structuring Cyclic Workflows. - Rafael Brandão 001; Vítor Lourenço; Marcelo Machado 001; Leonardo Azevedo 001; Marcelo Cardoso; Renan Souza 001; Guilherme Lima; Renato Cerqueira; Márcio Ferreira Moreno (ISWC (Demos/Industry), 2020)

Cycle Orchestrator: A Knowledge-Based Approach for Structuring Cyclic ML Pipelines in the O&G Industry. - Rafael Brandão 001; Vítor Lourenço; Marcelo Machado 001; Leonardo Azevedo 001; Marcelo Cardoso; Renan Souza 001; Guilherme Lima; Renato Cerqueira; Márcio Ferreira Moreno (ISWC (Demos/Industry), 2020)

Practical Rule-Based Qualitative Temporal Reasoning for the Semantic Web. - Guilherme Lima; Marcelo Machado 001; Rosario Uceda-Sosa; Márcio Ferreira Moreno (RuleML+RR, 2021)

A Recommender for Choosing Data Systems based on Application Profiling and Benchmarking. - Elton Figueiredo de Souza Soares; Renan Souza 001; Raphael Melo Thiago; Marcelo de Oliveira Costa Machado; Leonardo Guerreiro Azevedo (SBBD, 2021)

A Hyperknowledge Approach to Support Dataset Engineering. - Márcio Ferreira Moreno; Polyana B. da Costa; Rodrigo Costa; Vitor Nascimento; Elton F. S. Soares; Marcelo Machado 001 (ISWC (Posters/Demos/Industry), 2021)

Evaluating Semantic Queries for Dataset Engineering on the Hyperknowledge Platform. - Márcio Ferreira Moreno; Polyana B. da Costa; Rodrigo Costa; Vitor Nascimento; Elton Figueiredo de Souza Soares; Marcelo Machado 001 (ISWC (Posters/Demos/Industry), 2021)

Metaheuristic-based adaptive curriculum sequencing approaches: a systematic review and mapping of the literature. - Marcelo de Oliveira Costa Machado; Natalie Ferraz Silva Bravo; André Ferreira Martins; Heder Soares Bernardino; Eduardo Barrére; Jairo Francisco de Souza (Artif. Intell. Rev., 2021)

A comparative analysis of metaheuristics applied to adaptive curriculum sequencing. - André Ferreira Martins; Marcelo Machado 001; Heder Soares Bernardino; Jairo Francisco de Souza (Soft Comput., 2021)

An Extensible Approach for Query-Driven Multimodal Knowledge Graph Completion. - Marcelo Machado 001; Guilherme Lima; Elton F. S. Soares; Vitor Nascimento; Rafael Brandão 001; Márcio Ferreira Moreno (ISWC (Posters/Demos/Industry), 2022)

Enabling Live SPARQL Queries over ConceptNet Using Triple Pattern Fragments. - Marcelo Machado 001; Guilherme Lima; Elton F. S. Soares; Rosario Uceda-Sosa; Renato Cerqueira (ESWC, 2023)

LLM Store: Leveraging Large Language Models as Sources of Wikidata-Structured Knowledge. - Marcelo de Oliveira Costa Machado; João Marcello Bessa Rodrigues; Guilherme Lima; Sandro Rama Fiorini; Viviane Torres da Silva (KBC-LM/LM-KBC@ISWC, 2024)

LLM Store: A KIF Plugin for Wikidata-Based Knowledge Base Completion via LLMs. - Marcelo de Oliveira Costa Machado; João Marcello Bessa Rodrigues; Guilherme Lima; Viviane Torres da Silva (KBC-LM/LM-KBC@ISWC, 2024)

A framework to support experimentation in the context of Cognitive Biases in Search as a Learning process. - Marcelo Machado 001; Elias Cyrino Assis; Jairo Francisco de Souza; Sean Wolfgand Matsui Siqueira (SBSI, 2024)

KIF: A Framework for Virtual Integration of Heterogeneous Knowledge Bases using Wikidata. - Guilherme Lima; Marcelo Machado 001; Elton F. S. Soares; Sandro Rama Fiorini; Raphael Thiago; Leonardo Guerreiro Azevedo; Viviane Torres da Silva; Renato Cerqueira (CoRR, 2024)

Improving learning material repositories using student profiles. - Natalie Ferraz Silva Bravo; André Ferreira Martins; Thales Brito de Souza Fonseca Rodrigues; Marcelo Machado 001; Heder Soares Bernardino; Alex Borges Vieira; Helio José Corrêa Barbosa; Jairo Francisco de Souza (Soft Comput., 2025)