@inproceedings{LimaDCF2023EndToEndNeural,
  author = {Martins Lima and Mayr; Lülf Denis and Gieseke Christian; and  Fabian},
  title = {End-to-End Neural Network Training for Hyperbox-Based Classification},
  booktitle = {31$^{th}$ European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning},
  year = {2023},
  address = {Brügge},
  url = {https://arxiv.org/abs/2307.09269},
  note = {Publication status: accepted / in press (not yet published)}
}

@inproceedings{LuelfLMVZG2023RapidEarth,
  author = {Christian Lülf and Denis Mayr {Lima Martins} and Salles Marcos Antonio Vaz and Yongluan Zhou and Fabian Gieseke},
  title = {RapidEarth: A Search Engine for Large-Scale Geospatial Imagery},
  booktitle = {Proceedings of the 31$^{st}$ International Conference on Advances in Geographic Information Systems, SIGSPATIAL, Demo Paper, 2023},
  year = {2023},
  address = {Hamburg},
  url = {https://arxiv.org/abs/2309.15617},
  note = {Publication status: accepted / in press (not yet published)}
}

@inproceedings{LuelfLMVZG2023FastSearchByClassification,
  author = {Christian Lülf and Denis Mayr {Lima Martins} and Salles Marcos Antonio Vaz and Yongluan Zhou and Fabian Gieseke},
  title = {Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests},
  booktitle = {Proceedings of the VLDB Endowment},
  pages = {2845--2857},
  volume = {16},
  editor = {Endowment VLDB},
  year = {2023},
  publisher = {ACM Press},
  address = {Vancouver},
  issn = {2150-8097},
  doi = {10.14778/3611479.3611492},
  url = {https://dl.acm.org/doi/abs/10.14778/3611479.3611492},
  note = {Publication status: Published}
}

@inproceedings{MartinsV2023SelfOrganizing,
  author = {Denis Mayr Lima Martins and Gottfried Vossen},
  title = {Self-Organizing Maps for Data Purchase Support in Data Marketplaces},
  booktitle = {Computational Collective Intelligence},
  pages = {43--55},
  series = {Lecture Notes in Computer Science},
  volume = {14162},
  editor = {Thanh Nguyen Ngoc and Botzheim János and Gulyás László and Núñez Manuel and Treur Jan and Vossen Gottfried and Kozierkiewicz Adrianna},
  year = {2023},
  publisher = {Springer International Publishing},
  address = {Heidelberg},
  isbn = {978-3-031-41455-8},
  issn = {0302-9743},
  doi = {10.1007/978-3-031-41456-5},
  note = {Publication status: Published}
}

@inproceedings{CarvalhoMLV2022Recommending,
  author = {TBA Carvalho and DML Martins and Neto FB Lima and G Vossen},
  title = {Recommending View Bundles in Data Marketplaces},
  booktitle = {IEEE International Conference on Systems, Man, and Cybernetics, SMC 2022, Prague, Czech Republic, October 9-12, 2022},
  pages = {3403--3408},
  editor = { IEEE},
  year = {2022},
  publisher = {IEEE},
  address = {Prague, Czech Republic},
  isbn = {978-1-6654-5258-8},
  doi = {10.1109/SMC53654.2022.9945110},
  url = {https://ieeexplore.ieee.org/abstract/document/9945110},
  note = {Publication status: Published}
}

@inproceedings{CzarnowskiM2022ImpactOfClustering,
  author = {I Czarnowski and DML Martins},
  title = {Impact of Clustering on a Synthetic Instance Generation in Imbalanced Data Streams Classification},
  booktitle = {Computational Science --- {ICCS} 2022 --- 22$^{nd}$ International Conference, London, UK, June 21-23, 2022, Proceedings, Part {II}},
  pages = {586--597},
  series = {Lecture Notes in Computer Science},
  volume = {13351},
  editor = {D Groen and C Mulatier and M Paszynski and VV Krzhizhanovskaya and JJ Dongarra and PMA Sloot},
  year = {2022},
  publisher = {Springer},
  address = {Cham},
  isbn = {978-3-031-08754-7},
  doi = {https://doi.org/10.1007/978-3-031-08754-7_63},
  url = {https://doi.org/10.1007/978-3-031-08754-7\_63},
  note = {Publication status: Published}
}

@inproceedings{SouzaML2022EvolvingInterpretable,
  author = {Abreu JVT Souza and DML Martins and Neto FB Lima},
  title = {Evolving Interpretable Classification Models via Readability-Enhanced Genetic Programming},
  booktitle = {Proceedings of the 2022 IEEE Symposium Series on Computational Intelligence (SSCI 2022), 4 --- 7 December 2022, Singapore},
  pages = {1691--1697},
  editor = {Hisao Ishibuchi and Chee-Keong Kwoh and Ah-Hwee Tan and Dipti Srinivasan and Chunyan Miao and Anupam Trivedi and Keeley Crockett},
  year = {2022},
  publisher = {IEEE},
  address = {Singapur},
  isbn = {978-1-6654-8768-9},
  doi = {10.1109/SSCI51031.2022.10022164},
  note = {Publication status: Published}
}

@inproceedings{CarvalhoML2021MapViewExploring,
  author = {TBA Carvalho and DML Martins and Neto FB Lima},
  title = {MapView: Exploring Datasets via Unsupervised View Recommendation},
  booktitle = {{IEEE} Latin American Conference on Computational Intelligence, {LA-CCI} 2021, Temuco, Chile, November 2-4, 2021},
  pages = {1--6},
  editor = {unknown unknown and  },
  year = {2021},
  publisher = {IEEE},
  address = {Temuco, Chile},
  isbn = {978-1-7281-8864-5},
  doi = {10.1109/LA-CCI48322.2021.9769785},
  url = {https://doi.org/10.1109/LA-CCI48322.2021.9769785},
  note = {Publication status: Published}
}

@inproceedings{SilvaML2021AutomaticFeature,
  author = {Rodrigues E Silva and DML Martins and Neto FB Lima},
  title = {Automatic Feature Engineering Using Self-Organizing Maps},
  booktitle = {{IEEE} Latin American Conference on Computational Intelligence, {LA-CCI} 2021, Temuco, Chile, November 2-4, 2021},
  pages = {1--6},
  editor = {Unknown Unknown and  },
  year = {2021},
  publisher = {IEEE},
  address = {Temuco, Chile},
  isbn = {978-1-7281-8864-5},
  doi = {10.1109/LA-CCI48322.2021.9769788},
  url = {https://doi.org/10.1109/LA-CCI48322.2021.9769788},
  note = {Publication status: Published}
}

@inproceedings{SilvaML2021SelfOrganizing,
  author = {Rodrigues E Silva and DML Martins and Neto FB Lima},
  title = {Self-Organizing Transformations for Automatic Feature Engineering},
  booktitle = {2021 IEEE Symposium Series on Computational Intelligence (SSCI)},
  pages = {1--7},
  editor = {unknown unknown and  },
  year = {2021},
  publisher = {IEEE},
  address = {Orlando},
  isbn = {978-1-7281-9048-8},
  doi = {10.1109/SSCI50451.2021.9659940},
  url = {https://doi.org/10.1109/SSCI50451.2021.9659940},
  note = {Publication status: Published}
}

@inproceedings{MaleszkaMKHMHV2020AModularDiversity,
  author = {M. Maleszka and B. Maleszka and D. Krol and M. Hernes and D. Martins and L. Homann and G. Vossen},
  title = {A Modular Diversity Based Reviewer Recommendation System},
  booktitle = {Intelligent Information and Database Systems},
  pages = {550--561},
  series = {Communications in Computer and Information Science (CCIS)},
  volume = {1178},
  editor = {Sitek Paweł and Pietranik Marcin and Krótkiewicz Marek and Srinilta Chutimet},
  year = {2020},
  publisher = {Springer},
  address = {Heidelberg},
  isbn = {978-3-030-42057-4},
  issn = {1865-0929},
  doi = {10.1007/978-981-15-3380-8_48},
  url = {https://link.springer.com/chapter/10.1007/978-981-15-3380-8_48},
  note = {Publication status: Published}
}

@article{HomannMVK2019EnhancingTraditional,
  author = {Leschek Homann and Denis Martins and Gottfried Vossen and Karsten Kraume},
  title = {Enhancing Traditional Recommender Systems via Social Communities},
  journal = {Vietnam Journal of Computer Science},
  year = {2019},
  volume = {6},
  number = {1},
  pages = {3--16},
  doi = {10.1142/S2196888819500040},
  note = {Publication status: Published}
}

@article{HomannMVK2019EnhancingTraditional,
  author = {Leschek Homann and Denis Martins and Gottfried Vossen and Karsten Kraume},
  title = {Enhancing Traditional Recommender Systems via Social Communities},
  journal = {Vietnam Journal of Computer Science},
  year = {2019},
  volume = {6},
  number = {1},
  pages = {3--16},
  note = {Publication status: Published}
}

@article{Martins2019ReverseEngineering,
  author = {DML Martins},
  title = {Reverse engineering database queries from examples: State-of-the-art, challenges, and research opportunities},
  journal = {Information Systems},
  year = {2019},
  volume = {83},
  pages = {89--100},
  doi = {10.1016/j.is.2019.03.002},
  url = {http://www.sciencedirect.com/science/article/pii/S0306437918300978},
  note = {Publication status: Published}
}

@phdthesis{Martins2019EnablingNonTechnical,
  author = {DML Martins},
  title = {Enabling non-technical users to query and purchase data},
  school = {University of Mü}nster, Germany},
  year = {2019},
  address = {Münster},
  url = {https://d-nb.info/1205266771},
  note = {Publication status: Published}
}

@inproceedings{HomannMMV2018AGenericFramework,
  author = {Leschek Homann and Bernadetta Maleszka and Denis Martins and Gottfried Vossen},
  title = {A Generic Framework for Collaborative Filtering Based on Social Collective Recommendation},
  booktitle = {Computational Collective Intelligence},
  pages = {238--247},
  series = {Lecture Notes in Computer Science},
  volume = {11055},
  editor = {Thanh Nguyen Ngoc and Pimenidis Elias and Khan Zaheer and Trawiński Bogdan},
  year = {2018},
  publisher = {Springer International Publishing},
  address = {Heidelberg},
  isbn = {978-3-319-98442-1},
  issn = {0302-9743},
  note = {Publication status: Published}
}

@inproceedings{HomannMMV2018AGenericFramework,
  author = {Leschek Homann and Bernadetta Maleszka and Denis Martins and Gottfried Vossen},
  title = {A Generic Framework for Collaborative Filtering Based on Social Collective Recommendation},
  booktitle = {Proceedings of the 10$^{th}$ International Conference (ICCCI) 2018},
  pages = {238--247},
  year = {2018},
  address = {Bristol, UK},
  doi = {10.1007/978-3-319-98443-8_22},
  note = {Publication status: Published}
}

@inproceedings{KrOTkiewiczWM2018InfluencePower,
  author = {M Kr{ó}}tkiewicz and K Wojtkiewicz and D Martins},
  title = {Influence Power Factor for User Interface Recommendation System},
  booktitle = {ICCCI 2018},
  pages = {228--237},
  series = {Lecture Notes in Computer Science},
  volume = {11055},
  year = {2018},
  publisher = {Springer},
  address = {Bristol, UK},
  doi = {10.1007/978-3-319-98443-8_21},
  note = {Publication status: Published}
}

@inproceedings{MartinsVL2018Discovering,
  author = {DML Martins and G Vossen and Neto FB Lima},
  title = {Discovering {SQL} Queries from Examples using Intelligent Algorithms},
  booktitle = {LA-CCI},
  pages = {1--6},
  year = {2018},
  publisher = {IEEE},
  address = {Gudalajara, Mexico},
  doi = {10.1109/LA-CCI.2018.8625260},
  note = {Publication status: Published}
}

@inproceedings{MartinsVM2018Supporting,
  author = {Denis Martins and Gottfried Vossen and Marcin Maleszka},
  title = {Supporting Online Data Purchase by Preference Recommendation},
  booktitle = {Proceedings of the 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2018)},
  year = {2018},
  address = {Miyazaki, Japan},
  doi = {10.1109/SMC.2018.00627},
  note = {Publication status: Published}
}

@article{BuarqueFDG2018ASemioticInspired,
  author = {de Lima Neto Buarque and Martins Fernando; and Vossen Denis; and  Gottfried},
  title = {A Semiotic-Inspired Machine for Personalized Multi-Criteria Intelligent Decision Support},
  journal = {Data & Knowledge Engineering},
  year = {2018},
  volume = {117},
  pages = {225--238},
  note = {Publication status: Published}
}

@inproceedings{KasperDD2017UserProfile,
  author = {Gerrit Kasper and de Siqueira Braga Diego and Mayr Lima Martins and Bernd Hellingrath Denis},
  title = {User Profile Acquisition: A Comprehensive Framework to Support Personal Information Agents},
  booktitle = {Proceedings of the Latin America Conference on Computational Intelligence (LA-CCI 2017)},
  year = {2017},
  address = {Arequipa, Peru},
  doi = {10.1109/LA-CCI.2017.8285719},
  note = {Publication status: Published}
}

@inproceedings{MartinsBV2017LearningDatabase,
  author = {Denis Martins and de Lima Neto Fernando Buarque and Gottfried Vossen},
  title = {Learning Database Queries via Intelligent Semiotic Machines},
  booktitle = {Proceedings of the 4$^{th}$ IEEE Latin American Conference on Computational Intelligence (LA-CCI)},
  year = {2017},
  address = {Arequipa, Peru},
  doi = {10.1109/LA-CCI.2017.8285698},
  note = {Publication status: Published}
}

@inproceedings{MartinsVB2017Intelligent,
  author = {Denis Martins and Gottfried Vossen and de Lima Neto Fernando Buarque},
  title = {Intelligent Decision Support for Data Purchase},
  booktitle = {Proceedings of the 2017 IEEE/WIC/ACM International Conference on Web Intelligence (WI)},
  pages = {396--402},
  year = {2017},
  publisher = {ACM},
  address = {New York},
  doi = {10.1145/3106426.3106434},
  note = {Publication status: Published}
}

@article{MartinsL2017HybridIntelligent,
  author = {DML Martins and Neto FBd Lima},
  title = {Hybrid Intelligent Decision Support Using a Semiotic Case-Based Reasoning and Self-Organizing Maps},
  journal = {IEEE Transactions on Systems, Man, and Cybernetics: Systems},
  year = {2017},
  volume = {PP},
  number = {99},
  pages = {1--8},
  doi = {10.1109/TSMC.2017.2749281},
  note = {Publication status: Published}
}