PhD Thesis

• N. Macià, "Data complexity in supervised learning: A far-reaching implication," PhD Thesis , 2011. [bibtex]
  @PhDThesis{Macia:Thesis:2011,
  author = {N\'{u}ria Maci\`{a}},
  title = {Data complexity in supervised learning: A far-reaching implication},
  school = { La Salle --- Universitat Ramon Llull},
  year = {2011},
  month = {October},
 
  }

Journal papers

• N. Macià, E. Bernadó-Mansilla, A. Orriols-Puig, and T. K. Ho, "Learner excellence biased by data set selection: A case for data characterisation and artificial data sets," Pattern Recognition, vol. 46, iss. 3, pp. 1054-1066, 2013. [bibtex]
  @Article{Macia:PR:2012,
  author = {N\'{u}ria Maci\`{a} and Ester Bernad\'{o}-Mansilla and Albert Orriols-Puig and Tin Kam Ho},
  title = {Learner excellence biased by data set selection: A case for data characterisation and artificial data sets},
  journal = {Pattern Recognition},
  year = {2013},
  volume = {46},
  number = {3},
  pages = {1054-1066},
 
  }

Conference papers

• N. Macià, T. K. Ho, A. Orriols-Puig, and E. Bernadó-Mansilla, "The lansdcape contest at ICPR’10," in Contests in ICPR 2010, Berlin, Heidelberg, 2010, pp. 29-5. [bibtex]
  @InProceedings{MaciaICPR:10,
  author = {N\'{u}ria Maci\`{a} and Tin Kam Ho and Albert Orriols-Puig and Ester Bernad\'{o}-Mansilla},
  title = {The lansdcape contest at ICPR'10},
  booktitle = {Contests in ICPR 2010},
  editor = {Devrim \"{U}nay, Selim Aksoy and Zehra \c{C}ataltepe},
  volume = {6388},
  series = {Lecture Notes in Computer Science},
  pages = {29--5},
  address = {Berlin, Heidelberg},
  year = {2010},
  month = {August},
  locations = {Istanbul, Turkey},
  publisher = {Springer},
  }
• N. Macià, A. Orriols-Puig, and E. Bernadó-Mansilla, "In search of targeted-complexity problems," in Genetic and Evolutionary Computation Conference, 2010, pp. 1055-1062. [bibtex]
  @InProceedings{MaciaGECCO:10,
  author = {N\'{u}ria Maci\`{a} and Albert Orriols-Puig and Ester Bernad\'{o}-Mansilla},
  title = {In search of targeted-complexity problems},
  booktitle = {Genetic and Evolutionary Computation Conference},
  pages = {1055--1062},
  year = {2010},
  month = {July},
  locations = {Portland, Oregon, USA},
  publisher = {ACM},
  }
• N. Macià and M. Visent-Menardia, "Tick your race: native Hawaiian, American Indian, other Pacific Islander, Alaska native, Black or African American, White, Asian, or Cyborg," in Forum on Philosophy, Engineering & Technology, 2010. [bibtex]
  @InProceedings{MaciafPET:10,
  author = {N\'{u}ria Maci\`{a} and Marc Visent-Menardia},
  title = {Tick your race: native Hawaiian, American Indian, other Pacific Islander, Alaska native, Black or African American, White, Asian, or Cyborg},
  booktitle = {Forum on Philosophy, Engineering & Technology},
  year = {2010},
  month = {May},
  locations = {Golden, Colorado, USA},
  }
• N. Macià, A. Orriols-Puig, and E. Bernadó-Mansilla, "Beyond homemade synthetic data sets." Berlin, Heidelberg: Springer-Verlag, 2009, vol. 5572, pp. 605-612. [bibtex]
  @InCollection{MaciaHAIS:09,
  author = {N\'{u}ria Maci\`{a} and Albert Orriols-Puig and Ester Bernad\'{o}-Mansilla},
  title = {Beyond homemade synthetic data sets},
  booktitle = {HAIS'09: Proceedings of the 4th international conference on hybrid artificial intelligence systems},
  publisher = {Springer-Verlag},
  year = {2009},
  volume = {5572},
  series = {Lecture Notes in Artificial Intelligence},
  pages = {605--612},
  address = {Berlin, Heidelberg},
  month = {June},
  location = {Salamanca, Spain},
 
  }
• N. Macià, A. Orriols-Puig, and E. Bernadó-Mansilla, "EMO shines a light on the holes of complexity space," in Genetic and Evolutionary Computation Conference, 2009. [bibtex]
  @InProceedings{MaciaGECCO:09,
  author = {N\'{u}ria Maci\`{a} and Albert Orriols-Puig and Ester Bernad\'{o}-Mansilla},
  title = {EMO shines a light on the holes of complexity space},
  booktitle = {Genetic and Evolutionary Computation Conference},
  year = {2009},
  month = {July},
  locations = {Montr\'{e}al, Canada},
  }
• N. Macià, A. Orriols-Puig, and E. Bernadó-Mansilla, "Genetic-based synthetic data sets for the analysis of classifier behavior," in 8th International Conference on Hybrid Intelligent Systems, Barcelona, Spain, 2008, pp. 507-512. [bibtex]
  @InProceedings{MaciaHIS:08,
  author = {N\'{u}ria Maci\`{a} and Albert Orriols-Puig and Ester Bernad\'{o}-Mansilla},
  title = {Genetic-based synthetic data sets for the analysis of classifier behavior},
  booktitle = {8th International Conference on Hybrid Intelligent Systems},
  year = {2008},
  pages = {507--512},
  address = {Barcelona, Spain},
  month = {September},
 
  }
• N. Macià, E. Bernadó-Mansilla, and A. Orriols-Puig, "On the dimensions of data complexity through synthetic data sets." IOS Press, 2008, vol. 184, pp. 244-252. [bibtex]
  @InCollection{MaciaCCIA:08,
  author = {N\'{u}ria Maci\`{a} and Ester Bernad\'{o}-Mansilla and Albert Orriols-Puig},
  title = {On the dimensions of data complexity through synthetic data sets},
  booktitle = {Frontiers in artificial intelligence and applications},
  publisher = {IOS Press},
  year = {2008},
  volume = {184},
  series = {Lecture Notes in Computer Science},
  pages = {244--252},
  month = {October},
 
  }
• N. Macià, E. Bernadó-Mansilla, and A. Orriols-Puig, "Preliminary approach on synthetic data sets generation based on class separability measure," in 19th International Conference on Pattern Recognition, Tampa, Florida, USA, 2008. [bibtex]
  @InProceedings{MaciaICPR:08,
  author = {N\'{u}ria Maci\`{a} and Ester Bernad\'{o}-Mansilla and Albert Orriols-Puig},
  title = {Preliminary approach on synthetic data sets generation based on class separability measure},
  booktitle = {19th International Conference on Pattern Recognition},
  year = {2008},
  address = {Tampa, Florida, USA},
  month = {December},
 
  }
• E. Bernadó-Mansilla and N. Macià, "Modeling problem transformations based on data complexity." IOS Press, 2007, vol. 163, pp. 133-140. [bibtex]
  @InCollection{BernadoCCIA:07,
  author = {Ester Bernad\'{o}-Mansilla and N\'{u}ria Maci\`{a}},
  title = {Modeling problem transformations based on data complexity},
  booktitle = {Frontiers in artificial intelligence and applications},
  publisher = {IOS Press},
  year = {2007},
  volume = {163},
  pages = {133--140},
  month = {October},
 
  }
• A. Fornells, E. Golobardes, J. M. Martorell, J. M. Garrell, E. Bernadó-Mansilla, and N. Macià, "Measuring the applicability of Self-Organization Maps into Case-Based Reasoning." Berlin, Heidelberg: Springer-Verlag, 2007, vol. 4478, pp. 532-539. [bibtex]
  @InCollection{FornellsIbPRIA:07,
  author = {Albert Fornells and Elisabet Golobardes and Josep Maria Martorell and Josep Maria Garrell and Ester Bernad\'{o}-Mansilla and N\'{u}ria Maci\`{a}},
  title = {Measuring the applicability of Self-Organization Maps into Case-Based Reasoning},
  booktitle = {IbPRIA '07: Proceedings of the 3rd Iberian conference on pattern recognition and image analysis, Part II},
  year = {2007},
  isbn = {978-3-540-72848-1},
  doi = {http://dx.doi.org/10.1007/978-3-540-72849-8_67},
  volume = {4478},
  series = {Lecture Notes in Computer Science},
  pages = {532--539},
  address = {Berlin, Heidelberg},
  month = {June},
  publisher = {Springer-Verlag},
  location = {Girona, Spain},
 
  }
• A. Fornells, E. Golobardes, J. M. Martorell, J. M. Garrell, N. Macià, and E. Bernadó-Mansilla, "A methodology for analyzing the case retrieval from a clustered case memory." Berlin, Heidelberg: Springer-Verlag, 2007, vol. 4626, pp. 122-136. [bibtex]
  @InCollection{FornellsICCBR:07,
  author = {Albert Fornells and Elisabet Golobardes and Josep Maria Martorell and Josep Maria Garrell and N\'{u}ria Maci\`{a} and Ester Bernad\'{o}-Mansilla},
  title = {A methodology for analyzing the case retrieval from a clustered case memory},
  booktitle = {ICCBR '07: Proceedings of the 7th international conference on Case-Based Reasoning},
  year = {2007},
  isbn = {978-3-540-74138-1},
  doi = {http://dx.doi.org/10.1007/978-3-540-74141-1_9},
  volume = {4626},
  series = {Lecture Notes in Computer Science},
  pages = {122--136},
  address = {Berlin, Heidelberg},
  month = {August},
  publisher = {Springer-Verlag},
  location = {Belfast, Northern Ireland, UK},
 
  }
• N. Macià, E. Bernadó-Mansilla, A. Fornells, E. Golobardes, J. M. Martorell, and J. M. Garrell, "Revisión sobre métricas de complejidad en el modelado de clústers de un sistema CBR," in V Taller de Minería de Datos, Zaragoza, Spain, 2007, pp. 21-38. [bibtex]
  @InProceedings{MaciaTAMIDA:07,
  author = {N\'{u}ria Maci\`{a} and Ester Bernad\'{o}-Mansilla and Albert Fornells and Elisabet Golobardes and Josep Maria Martorell and Josep Maria Garrell},
  title = {Revisi\'on sobre m\'etricas de complejidad en el modelado de cl\'usters de un sistema CBR},
  booktitle = {V Taller de Miner\'ia de Datos},
  year = {2007},
  pages = {21--38},
  address = {Zaragoza, Spain},
  month = {September},
 
  }

Technical reports

• A. Orriols-Puig, N. Macià, and T. K. Ho, "Documentation for the Data Complexity Library in C++," La Salle – Universitat Ramon Llull2010. [bibtex]
  @TechReport{OrriolsTR:10,
  author = {Albert Orriols-Puig and N\'{u}ria Maci\`{a} and Tin Kam Ho},
  title = {Documentation for the Data Complexity Library in {C++}},
  institution = {La Salle - Universitat Ramon Llull},
  year = {2010},
 
  }