Publications

 

 

 

Refereed Journal Papers

 

 

Calvet, L.; Ferrer, A.; Gomes, I.; Juan, A.; Masip, D. “Combining Statistical Learning with Metaheuristics for the Multi-Depot Vehicle Routing Problem with Market Segmentation”. Computers and Industrial Engineering. April 2016. Vol 94., pp 93-104. ISSN: 0360-8352. ISI JCR IMPACT FACTOR: 1.783 (2014), 2nd quartile; 2014 SJR = 1.583, Q2). [BibTeX]. [pdf]

 

BibTeX:
@article{CalvetCIA16,
            author    = {Calvet, L.; Ferrer, A.; Gomes, I.; Juan, A.; Masip, D.},
            title     = {Combining Statistical Learning with Metaheuristics for the Multi-Depot Vehicle Routing Problem with Market Segmentation},
            journal   = {Computers and Industrial Engineering},
            volume    = {94},
            year      = {2016},
            pages     = {93-104}
            }
            
            
        

 

David Sanchez-Mendoza, David Masip, Agata Lapedriza. “Emotion recognition from mid level features”. Pattern Recognition Letters. , Vol 67 Issue P1, 66-74. Elsevier, North Holland, ISSN 0167-8655. December 2015. ISI JCR IMPACT FACTOR: 1.551 (2014). 2nd quartile. Computer Science, Artificial Intelligence. [BibTeX]. [pdf]

 

BibTeX:
@article{SanchezPRL15,
            author    = {David Sanchez-Mendoza, David Masip, Agata Lapedriza},
            title     = {Emotion recognition from mid level features},
            journal   = {Pattern Recognition Letters},
            volume    = {67},
            number    = {P1},
            year      = {2015},
            pages     = {66-74}
            }
            
            
        

 

Àngels Rius, Robert Clarisó, David Masip. “Student projects empowering mobile learning in higher education”. RUSC. Universities and Knowledge Society Journal. , RUSC. Universities and Knowledge Society Journal, Vol 11, num 1, pp. 192-207, 2014. doi http://doi.dx.org/10.7238/rusc.v11i1.1901. ISSN 1698-580X. [BibTeX]. [pdf]

 

BibTeX:
@article{RuisRUSC14,
            author    = {Àngels Rius, Robert Clarisó, David Masip},
            title     = {Student projects empowering mobile learning in higher education},
            journal   = {RUSC. Universities and Knowledge Society Journal},
            volume    = {11},
            number    = {1},
            year      = {2014},
            pages     = {192-207}
            }
            
            
        

 

David Masip, Michael S. North, Alexander Todorov, Dan N. Osherson. “Automated Prediction of Preferences Using Facial Expressions”. PLoS ONE. 9(2): e87434. doi:10.1371/journal.pone.0087434. February 2014. ISI JCR IMPACT FACTOR: 3.223 . 1st quartile. (9/57) Multidisciplinary sciences. [BibTeX]. [pdf]

 

BibTeX:
@article{MasipPLOS14,
            author    = {David Masip, Michael S. North, Alexander Todorov, Dan N. Osherson},
            title     = {Automated Prediction of Preferences Using Facial Expressions},
            journal   = {PLoS ONE},
            volume    = {9},
            number    = {2},
            year      = {2014},
            pages     = {e87434}
            }
            
            
        

 

Mario Rojas Quiñones, David Masip, Alexander Todorov, Jordi Vitrià Marca. “Automatic Prediction of Facial Trait Judgments: Appearance vs. Structural Models”. PLOS One. e23323, 6 - 8,pp. 1 - 12.PLOS,14/07/2011. ISSN 1932-6203. ISI JCR IMPACT FACTOR: 4.092. 1st quartile. (12/85) Biology. [BibTeX]. [pdf]

 

BibTeX:
@article{RojasPLOS11,
            author    = {Mario Rojas Quiñones, David Masip, Alexander Todorov, Jordi Vitrià Marca},
            title     = {Automatic Prediction of Facial Trait Judgments: Appearance vs. Structural Models},
            journal   = {PLOS One},
            volume    = {6},
            number    = {8},
            year      = {2011},
            pages     = {e23323}
            }
            
            
        

 

Sergio Escalera, David Masip, Eloi Puertas, Petia Radeva, and Oriol Pujol. “Online error correcting output codes”. Pattern Recognition Letters. , Vol 32, Issue 3, 458-467, Elsevier, North Holland, ISSN 0167-8655. January 2011. ISI: 1.303 (54/103). Computer Science, Artificial Intelligence. [BibTeX]. [pdf]

 

BibTeX:
@article{EscaleraPRL11,
  author    = {Sergio Escalera and David Masip and Eloi Puertas and Petia Radeva and Oriol Pujol},
  title     = {Online error correcting output codes},
  journal   = {Pattern Recognition Letters},
  volume    = {32},
  number    = {3},
  year      = {2011},
  pages     = {458-467}
}

  
                

 

Juan, AA and Faulin, J. and Jorba, J. and Riera, D. and Masip, D. and Barrios, B. “On the use of Monte Carlo simulation, cache and splitting techniques to improve the Clarke and Wright savings heuristics”. Journal of the Operational Research Society. July 2010. ISI: 1.009 (36/73). Operations Research and Management Science. [BibTeX]. [pdf]

 

BibTeX:
@article{juan2010,
  title={{On the use of Monte Carlo simulation, cache and splitting techniques to improve the Clarke and Wright savings heuristics}},
  author={Juan, AA and Faulin, J. and Jorba, J. and Riera, D. and Masip, D. and Barrios, B.},
  journal={Journal of the Operational Research Society},
  year={2010},
  publisher={Nature Publishing Group}
}

  
                

 

Caballé, S., Lapedriza, A., Masip, D., Xhafa, F. and Abraham, A “Enabling Automatic Just-in-time Evaluation of In-class Discussions in On-line Collaborative Learning Practices.”. Journal of Digital Information Management (JDIM). Vol 7, Issue 5, 290-297. 2009. ISSN 0972-7272 [BibTeX]. [pdf]

 

BibTeX:
@article{SantiJDIM09,
    author = {Caballé, S.,  Lapedriza, A., Masip, D., Xhafa, F. and Abraham, A },
    journal = {Journal of Digital Information Management (JDIM)},
    title = {Enabling Automatic Just-in-time Evaluation of In-class Discussions in On-line Collaborative Learning Practices.},
    volume = {7},
    issue = {5},
    pages = {290-297},
    year={2009},
    publisher={Digital Information Research Foundation}
}
  
                

 

Oriol Pujol, David Masip. “Geometry-Based Ensembles: Toward a Structural Characterization of the Classification Boundary”. IEEE Transactions on Pattern Analysis and Machine Intelligence. Vol 31, Issue 6, 1140-1146. July 2009. ISI: 4.378 (3/103). Computer Science Artificial Intelligence. [BibTeX]. [pdf]

 

BibTeX:
@article{MasipPAMI09,
    author = {Pujol, Oriol AND Masip, David},
    journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    title = {Geometry-Based Ensembles: Toward a Structural Characterization of the Classification Boundary},
    volume = {31},
    issue = {6},
    pages = {1140--1146},
    year={2009},
    month = {July},
    publisher={IEEE}
}
  
                

 

David Masip, Àgata Lapedriza, Jordi Vitrià. “Boosted Online Learning for Face Recognition”. IEEE Transactions on Systems Man and Cybernetics part B. Vol 39, Issue 2, 530-538. April 2009. ISI: 3.007 (2/59). Automation and Control systems. [BibTeX]. [pdf]

 

BibTeX:
@article{MasipCyber08,
    author = {Masip, David AND Lapedriza, Agata AND Vitria, Jordi},
    journal = {IEEE Transactions on Systems Man and Cybernetics part B},
    title = {Boosted Online Learning for Face Recognition},
    volume = {39},
    issue = {2},
    pages = {530--538},
    year={2009},
    month = {April},
    publisher={IEEE Trans Syst Man Cybern B Cybern}
}
  
                

 

Matthias S. Keil, Àgata Lapedriza, David Masip, Jordi Vitrià. “Preferred spatial frequencies for human face processing are associated with optimal class discrimination in the machine”. PLoS ONE, Public Library of Science. PLoS ONE 3(7): e2590 doi:10.1371/journal.pone.0002590. ISI: 4.351 (9/73). [BibTeX]. [pdf]

 

BibTeX:
@article{MasipPLoS08,
    author = {Keil, Matthias S. AND Lapedriza, Agata AND Masip, David AND Vitria, Jordi},
    journal = {PLoS ONE},
    publisher = {Public Library of Science},
    title = {Preferred Spatial Frequencies for Human Face Processing Are Associated with Optimal Class Discrimination in the Machine},
    year = {2008},
    month = {jul},
    volume = {3},
    url = {http://dx.doi.org/10.1371%2Fjournal.pone.0002590},
    pages = {e2590},
    number = {7},
    doi = {10.1371/journal.pone.0002590}
}  
                

 

Àgata Lapedriza, Santi Seguí, David Masip, Jordi Vitrià. “A Sparse Bayesian Approach for Joint Feature Selection and Classifier Learning”. Pattern Analysis and Applications. Vol 11, Issue 3-4 299-308. ISI: 1.367 (50/94) Computer Science Artificial Intelligence. [BibTeX]. [pdf]

 

BibTeX:
@article{MasipPAA08,
 author = {\&\#x00c0;gata Lapedriza and Santi Segu\&\#x00ed; and David Masip and Jordi Vitri\&\#x00e0;},
 title = {A sparse Bayesian approach for joint feature selection and classifier learning},
 journal = {Pattern Anal. Appl.},
 volume = {11},
 number = {3-4},
 year = {2008},
 issn = {1433-7541},
 pages = {299--308},
 doi = {http://dx.doi.org/10.1007/s10044-008-0130-1},
 publisher = {Springer-Verlag},
 address = {London, UK},
 }

               


David Masip, Jordi Vitrià. “Shared Feature Extraction for Nearest Neighbor Face Recognition”. IEEE Transactions on Neural Networks. Vol 19, n. 4, 586-595. April 2008. ISI: 3.726 (4/94). Computer Science Artificial Intelligence. [BibTeX]. [pdf]


BibTeX:
 @article{MasipTNN08,
  author    = {David Masip and Jordi Vitri{\`a}},
  title     = {Shared Feature Extraction for Nearest Neighbor Face Recognition.},
  journal   = {IEEE TRANSACTIONS ON NEURAL NETWORKS},
  volume    = {19},
  number    = {4},
  year      = {2008},
  month     = {April},
  pages     = {586-595}

}
                


Àgata Lapedriza, David Masip, Jordi Vitrià. “On the Use of External Features for Face Verification”. Journal of Multimedia (JMM). Acedemy Publisher. Vol 1, n. 4 July 2006. [BibTeX]. [pdf]


BibTeX:
 @article{MasipJMM06,
  author    = {Agata Lapedriza David Masip and Jordi Vitri{\`a}},
  title     = {On the Use of External Face Features for Identity Verification.},
  journal   = {JOURNAL OF MULTIMEDIA},
  volume    = {1},
  number    = {4},
  year      = {2006},
  pages     = {11-20},

}
                


David Masip, Jordi Vitrià. "Boosted Discriminant Projections for Nearest Neighbor Classification". Pattern Recognition. Vol 39, n. 2, 164-170. 2006. Elsevier Science. ISI: 1.822 (8/85) Computer Science Artificial Intelligence. [BibTeX]. [pdf]


BibTeX:
@article{MasipPR06,
  author    = {David Masip and Jordi Vitri{\`a}},
  title     = {Boosted discriminant projections for nearest neighbor classification},
  journal   = {Pattern Recognition},
  volume    = {39},
  number    = {2},
  year      = {2006},
  pages     = {164-170},

}
                


David Masip, Ludmila I. Kuncheva ,Jordi Vitrià, "An ensemble-based method for linear feature extraction for two class problems". Pattern Análisis and Applications. vol 8, n.3, 227-237, 2005. Springer Ed. ISI: 0.782 (43/79) [BibTeX]. [pdf]


BibTeX:
@article{MasipPAA05,
  author    = {David Masip and Ludmila Kuncheva and Jordi Vitri{\`a}},
  title     = {An ensemble-based method for linear feature extraction for two-class problems},
  journal   = {Pattern Anal. Appl.},
  volume    = {8},
  number    = {3},
  year      = {2005},
  pages     = {227-237}
}
                

 

David Masip, Marco Bressan, Jordi Vitrià. "Feature extraction for real time face detection and classification". EURASIP JASP journal on Applied Signal Processing. Vol 13, 2061-2071. 2005. Hindawi Publishing Corporation. ISI: 0.394 (143/208) [BibTeX]. [pdf]

 

BibTeX:
@article{MasipEur05,
   author = {David Masip and Marco Bressan and Jordi Vitri\`{a}},
   title = {Feature extraction methods for real-time face detection and classification},
   journal = {EURASIP J. Appl. Signal Process.},
   volume = {2005},
   number = {1},
   year = {2005},
   issn = {1110-8657},
   pages = {2061--2071},
   publisher = {Hindawi Publishing Corp.},
   address = {New York, NY, United States},
 }                

 

David Masip, Jordi Vitrià. "On the Feature Extraction for Gender Recognition Using the Nearest Neighbor Approach". International Journal of Intelligent Systems vol. 20, n.5, pp. 561-576. 2005. Wiley Ed. ISI: 0.657 (53/79) [BibTeX]. [pdf]

 

BibTeX:
@article{MasipIJIS05,
  author    = {David Masip and Jordi Vitri{\`a}},
  title     = {Feature extraction for nearest neighbor classification: Application to gender recognition},
  journal   = {Int. J. Intell. Syst.},
  volume    = {20},
  number    = {5},
  year      = {2005},
  pages     = {561-576}

}
                




Book Chapters



Measuring external Face appearance for Face Classification”. David Masip. Ágata Lapedriza and Jordi Vitriá. Invited Chapter in the Face Recognition Book. ARS Ed.





Books



Feature Extraction in Face Recognition”. David Masip. Book. VDM Verlag Ed.


 



PhD. dissertation


David Masip. Face Classification Using Discriminative Features and Classifier Combination. Draft (pdf).


 



lecture Notes in Computer Science


 


M. Rojas, D. Masip and J. Vitrià. "Automatic Detection of Facial Feature Points via HOGs and Geometric Prior Models". In proceedings of the fifth Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2011 J. Martí et al. (Eds.). Lecture Notes in Computer Science Pattern Recognition and Image Analysis, June 2007, pp. Springer-Verlag Berlin Heidelberg. ISBN To appear..



Àgata Lapedriza, David Masip, Jordi Vitrià. "A Hierarchical Approach for Multi-task Logistic Regression". In Proc. 3rd Iberian Conference on Pattern Recognition and Image Analysis. J. Martí et al. (Eds.). Lecture Notes in Computer Science 4478. Pattern Recognition and Image Analysis, June 2007, pp. 258-265. Springer-Verlag Berlin Heidelberg. ISBN 978-3-540-72848-1.



Àgata Lapedriza, David Masip, Jordi Vitrià. "The Contribution of External Features to Face Recognition", In Proc. 2nd Iberian Conference on Pattern Recognition and Image Analysis. J.S. Marques et al. (Eds.). Lecture Notes in Computer Science 3523. Pattern Recognition and Image Analysis, June 2005, pp. 537-544. Springer-Verlag Berlin Heidelberg. ISBN 0302-9743. ISI: 0.402 (62/71).



David Masip, Jordi Vitrià. “An Experimental Comparision of Dimensionality Reduction for Face Verification Methods”. In Proc.1st Iberian Conference on Pattern Recognition and Image Analysis. F.J.Perales, A.Campilho, N.Pérez, A.Sanfeliu , editors. Lecture Notes in Computer Science 2652 Pattern Recognition and Image Analysis, June 2003, pp. 530-537. Springer-Verlag Berlin Heidelberg. ISBN: 3-540-40217-9.


 



Refereed Conference Papers


 

Amir H. Bakhtiary, Agata Lapedriza, David Masip. “Speeding Up Neural Networks for Large Scale Classification using WTA Hashing”. Artificial Intelligence Research and Development - Proceedings of the 18th International Conference of the Catalan Association for Artificial Intelligence. Valencia, Catalonia, Spain, October 21-23, 2015. pdf


David Sanchez-Mendoza, David Masip, Xavier Baró, Àgata Lapedriza. “Emotions Classification using Facial Action Units Recognition.” In proceedings of the Catalan Conference on Artificial Intelligence 2014 2014. Barcelona. Spain. pdf


David Sanchez-Mendoza, David Masip, Xavier Baró, Àgata Lapedriza. “Emotion Detection Using Hybrid Structural and Appearance Descriptors.” In Modeling Decisions for Artificial Intelligence. (pp. 105-116). Springer Berlin Heidelberg. 2013, Barcelona, Spain. pdf


Isabel Guitart, Jordi Conesa, Luis Villarejo, Àgata Lapedriza, David Masip, Antoni Pérez, Elena Planas. “Opinion Mining on Educational Resources at the Open University of Catalonia”. ALICE 2013: Third International Workshop on Adaptive Learning via Interactive, Collaborative and Emotional approaches. In conjunction with CISIS 2013: The Seventh International Conference on Complex, Intelligent, and Software Intensive Systems. July 3 - 5, 2013. Taichung, Taiwan pdf


Xavier Baró, David Masip, Elena Planas y Julià Minguillón. “PeLP: Plataforma para el Aprendizaje de Lenguajes de Programación”. Jornadas de Enseñanza Universitaria de la Informática. JENUI 2013. pdf


David Masip Rodo, Alexander Todorov, and Jordi Vitrià Marca. “The role of facial regions in evaluating social dimensions”. In Proceedings of the 12th international conference on Computer Vision - Volume 2 (ECCV'12). VAndrea Fusiello, Vittorio Murino, and Rita Cucchiara (Eds.), Vol. 2. Springer-Verlag, Berlin, Heidelberg, 210-219. pdf


M.Rojas, D.Masip, J.Vitrià. “Predicting Dominance Judgments Automatically: A Machine Learning Approach”. IEEE International Workshop On Social Behavior Analysis 2011, (in conjuntion with FG 2011). 21st March 2011. Santa Barbara, CA.


M. Drozdzal, A. Hernández, S. Seguí, X. Baró, S. Escalera, A. Lapedriza, D. Masip, P. Radeva, J. Vitrià. "Combining Detectors for Human Layout Analysis". 11th European Conference on Computer Vision, The Pascal Visual Object Classes Challenge Workshop 2010, 05/09/2010-11/09/2010, Greece, 2010. VOC Slides. Pascal 2 Person layout challenge winner.


M.Rojas, D.Masip, J.Vitrià. “Object Detection Techniques Applied to Facial Salient-point-centered Regions”. Proceedings of the 5th CVC Workshop, Achievements and New Oportunities in Computer Vision. Page(s):46-50. October 2010. ISBN: 978-84-938351-0-1.Barcelona,Spain.


M.Rojas, D.Masip, A.Todorov, J.Vitrià. “ Automatic Point-based Facial Trait Judgments Evaluation”. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 2010. 13-18 June 2010. Page(s):1063-6919. ISSN: 1063-6919, ISBN: 978-1-4244-6984-0. San Francisco, CA.


M.Rojas, D.Masip, J.Vitrià. “On Experimental Evaluation of Descriptors for Facial Feature Point Detection”. Proceedings of the 4th CVC Workshop, Computer Vision: Progress of Research and Development. Page(s):88-94. October 2009. ISBN: 978-84-937261-1-9.Barcelona,Spain.


Angel Juan, Javier Faulin, Daniel Riera, David Masip and Josep Jorba. “ A Simulation-based Methodology to assist Decision-makers in real Vehicle Routing Problems”. In Proceedings of the 11th International Conference on Enterprise Information Systems 2008. 6-10 May 2008. Milan, Italy.


Agata Lapedriza, David Masip and Jordi Vitrià. “ On the use of independent tasks for face recognition ”. IEEE Conference on Computer Vision and Pattern Recognition, 2008. CVPR 2008. 23-28 June 2008 Page(s):1 - 6. Anchorage, Alaska


David Masip, Agata Lapedriza, and Jordi Vitrià. “MULTITASK LEARNING: An application to Incremental Face Recognition”. International Conference on Computer Vision Theory and Applications - VISAPP 2008.


Àgata Lapedriza, David Masip, Jordi Vitrià. “Subject Recognition Using a New Approach for Feature Extraction”. International Conference on Computer Vision Theory and Applications - VISAPP 2008.


Àgata Lapedriza, David Masip, Jordi Vitrià. “Shared Regularization Techniques for Logistic Regression Model”. 2nd CVC Internal Workshop, Computer Vision: Progress of Research and Development, J. Lladós (ed.),


David Masip, Agata Lapedriza, and Jordi Vitrià. "Multitask learning applied to face recognition". 1st Spanish Workshop on Biometrics. SWB2007. June 2007, Girona..


David Masip, Ágata Lapedriza, Jordi Vitriá. "Face Verification Sharing Knowledge from Different Subjects”. In Proceedings of International Conference on Computer Vision Theory and Applications - VISAPP 2007, Barcelona, Spain, 2007.


Maite Lopez-Sanchez, Jesus Cerquides Bueno, David Masip, Anna Puig. “Classification of Biomedical High-Resolution Micro-CT Images for Direct Volume Rendering”. IASTED International Conference on Artificial Intelligence and Applications (AIA 2007), February 2007, Innsbruck, Austria


Àgata Lapedriza, David Masip, Jordi Vitrià. “Face Verification using External Features”. 7th IEEE International Conference on Automatic Face and Gesture Recognition, 2006. FGR 2006. 10-12 Abril 2006. IEEE Eds. pp(s):132 – 137. ISBN 0-7695-2503-2. Southampton, UK.


Àgata Lapedriza, David Masip, Jordi Vitrià. “Experimental Study of the Usefulness of External Features for Face Classification”. Catalan Conference on Artificial Intelligence , 2005. In Artificial Intelligence Research and Development, IOS Press, Amsterdam, 2005, pp. 99-106. ISBN 0922-6/1-58603-560-6. El Alguer.


Àgata Lapedriza, David Masip, Jordi Vitrià. "Are External Face Features Useful for Automatic Face Classification?". Accepted for oral presentation in the IEEE Workshop on Face Recognition Grand Challenge Experiments, in conjunction with Computer Vision and Pattern Recognition (CVPR 2005) San Diego, California USA.


David Masip, Jordi Vitrià. "Boosted Linear Projections for Discriminant Analysis". Catalan Conference on Artificial Intelligence, 2004. Recent Advances in Artificial Intelligence Research and Development, IOS Press, Amsterdam, pp 45-52. ISBN 1-58603-466-9. Barcelona 2004.


David Masip, Marco Bressan, Jordi Vitria. “Classifier combination applied to real time face detection and classification”, Jornades de recerca en automatica visió i robòtica AVR2004, Universitat Politecnica de Catalunya, 2004. In A.Grau, V.Puig, "Recerca en Automàtica, Visió i Robòtica. Any 2004", pp. 345-352, Ed. UPC, ISBN 84-7653-844-8, 2004.


David Masip, Jordi Vitrià. “Object recognition using boosted adaptive features”. ECOVISION: Early Cognitive Vision Workshop 2004, Sabhal Mor Ostaig, Scotland, 28.5. - 1.6.2004.


David Masip, Jordi Vitrià. “Real Time Face Detection and Verification for Uncontrolled Environments”. Second COST 275 Workshop Biometrics on the Internet: Fundamentals, Advances and Applications, pp 55-58 . Vigo (Spain), March 25-26, 2004.


David Masip, Jordi Vitrià.” On Feature Extraction for Gender Recognition Using the Nearest Neighbor Approach”. In I. Aguiló, Ll. Valverde M.T. Escrig, editors. Artificial Intelligence Research and Development. IOS PRESS, Amsterdam, 2003, pp. 178-188. ISBN 1-58603-378-6. Mallorca. Best Paper Award.


 

David Masip, Jordi Vitria, On the Nearest Neighbor Approach for Gender Recognition. 6th Catalonian Conference on Artificial Intelligence, 2003.

 

 

 

Technical reports

 

Dimensionality Reduction Techniques Applied to Nearest Neighbor Classification,David Masip i Rodo. CVC Tech.Rep. #072 July,2003