Books
2018(1 publication)
[publication]Silva, C. and Ribeiro, B. , "Aprendizagem Computacional em Engenharia",  vol. 1, 2018

2017(1 publication)
[publication]Marcelino, L. and Silva, C. , "Desenvolvimento em Swift para iOS",  vol. 1, 2017

2013(1 publication)
[publication]Fonseca, N. and Reis, C. and Silva, C. and Marcelino, L. and Carreira, V. , "Desenvolvimento em iOS iPhone, iPad e iPod Touch – Curso Completo (3.ª Edição Atualizada)",  vol. 1, 2013

2010(1 publication)
[publication]Silva, C. and Ribeiro, B. , "Inductive Inference  for Large Scale Text  Classification: Kernel Approaches and Techniques", Computational Intelligence Series, Springer, ISBN: 978-3-642-04532-5",  vol. 1, 2010
[citation][year=2014]ISMAIL, M. N. (2014). PARAMETER MAPPING OF FEATURE SELECTION VIA TAGUCHI METHOD ON EMAIL FILTERING. Journal of Theoretical and Applied Information Technology, 67(2).
[citation][year=2013]Predicting organic acid concentration from UV/vis spectrometry measurements–a comparison of machine learning techniques
C Wolf, D Gaida, A Stuhlsatz, T Ludwig… - Transactions of the …, 2013 - tim.sagepub.com
[citation][year=2013]Semi-supervised text categorization: Exploiting unlabeled data using ensemble learning algorithms
MR Keyvanpour, MB Imani - Intelligent Data Analysis, 2013 - IOS Press
[citation][year=2013]A NOVEL EMBEDDED FEATURE SELECTION METHOD: A COMPARATIVE STUDY IN THE APPLICATION OF TEXT CATEGORIZATION
MB Imani, MR Keyvanpour, R Azmi - Applied Artificial Intelligence, 2013 - Taylor & Francis
[citation][year=2013]Kernel Based Relevance Vector Machine for Classification of Diseases
E Tcheimegni - 2013 - gradworks.umi.com
[citation][year=2012]Self tolerance by tuning t-cell activation: an artificial immune system for anomaly detection
MJ Antunes, ME Correia - Bio-Inspired Models of Network, Information, …, 2012 - Springer

Journal Articles
2020(1 publication)
[publication]Lucas, P. and Silva, J. and Araujo, F. and Silva, C. and P. Gil and Arrais, J.P. and Coutinho, D. and Salgueiro, P. and Rato, L. and Saias, J. and Nogueira, V. and Alberto Cardoso and Ribeiro, B. , "NanoSen-AQM: From Sensors to Users", International Journal of Online and Biomedical Engineering (iJOE),  vol. 16, 2020

2019(2 publications)
[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Boosting Dynamic Ensemble’s Performance in Twitter", Neural Computing and Applications, 2019

[publication]Silva, C. and Grilo, C. and Silva, C. , "Model Optimization for Server Loading Forecasting with Genetic Algorithms", International Journal of Computer Information Systems and Industrial Management Applications, 2019

2017(1 publication)
[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Adaptive Learning for Dynamic Environments: a Comparative Approach ", Engineering Applications of Artificial Intelligence, Elsevier ,  pp. 336-345, 2017

2014(1 publication)
[publication]Rijo, R. and Silva, C. and Pereira, L. and Agostinho, M. , "Decision Support System to Diagnosis and Classification of Epilepsy in Children", Journal of Universal Computer Science,  vol. 20,  pp. 903-927, 2014
[citation][year=2015]G. Nivedhitha, G. S. Anandha Mala, Enhanced Automatic Classification of Epilepsy Diagnosis Using ICD9 and SNOMED-CT, Proceedings of the International Conference on Soft Computing Systems, Volume 398 of the series Advances in Intelligent Systems and Computing pp 259-266, 2015.

2013(2 publications)
[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Customized Crowds and Active Learning to Improve Classification", Expert Systems With Applications, Elsevier,  vol. 40,  pp. 7212-7219, 2013
[citation][year=2016]Ivens Portugal, Paulo Alencar, Donald Cowan, Requirements Engineering for General Recommender Systems, Cornell University Library, arXiv:1511.05262.
[citation][year=2015]Mokter Hossain, Crowdsourcing in business and management disciplines: an integrative literature review, Journal of Global Entrepreneurship Research, 5(21), 2015.
[citation][year=2015]WANG You-wei,LIU Yuan-ning, FENG Li-zhou, ZHU Xiao-dong, A Novel Quick Online Spam Identification Method Based on User Interest Set, Acta Eletronica Sinica 43(10), 2015.

[publication]Pereira, L. and Rijo, R. and Silva, C. and Agostinho, M. , "ICD9-based Text Mining Approach to Children Epilepsy Classification", Procedia Technology,  vol. 9,  pp. 1351-1360, 2013
[citation][year=2015]Basar Oztaysi, Ceren Öner, Dilek H. Beyhan, Market Analysis Using Computational Intelligence: An Application for GSM Operators Based on Twitter Comments, Intelligent Techniques in Engineering Management, Volume 87 of the series Intelligent Systems Reference Library pp 483-501, 2015.
[citation][year=2015]G. Nivedhitha , G. S. Anandha Mala, Enhanced Automatic Classification of Epilepsy Diagnosis Using ICD9 and SNOMED-CT, Proceedings of the International Conference on Soft Computing Systems, Volume 398 of the series Advances in Intelligent Systems and Computing pp 259-266, 2015.
[citation][year=2015]Alicia Péreza, , Koldo Gojenolaa, , Arantza Casillasb, , , Maite Oronozc, , Arantza Díaz de Ilarrazac,Computer aided classification of diagnostic terms in spanish, Expert Systems with Applications, Elsevier, Volume 42, Issue 6, Pages 2949–2958, 2015.
[citation][year=2014]Pérez, A., Gojenola, K., Casillas, A., Oronoz, M., & de Ilarraza, A. D. (2014). Computer aided classification of diagnostic terms in spanish. Expert Systems with Applications.

2012(1 publication)
[publication]Ribeiro, B. and Silva, C. and Chen, N. and Vieira, A. and Neves, J.C. , "Enhanced Default Risk Models with SVM+", Expert Systems With Applications, Elsevier,  vol. 39,  pp. 10140-10152, 2012
[citation][year=2014]Marcacini, R. M., Domingues, M. A., Hruschka, E. R., & Rezende, S. O. (2014, August). Privileged Information for Hierarchical Document Clustering: A Metric Learning Approach. In Pattern Recognition (ICPR), 2014 22nd International Conference on (pp. 3636-3641). IEEE.
[citation][year=2014]Wang, Z., Wang, X., & Ji, Q. (2014, August). Learning with Hidden Information. In Pattern Recognition (ICPR), 2014 22nd International Conference on (pp. 238-243). IEEE.
[citation][year=2014]Gozer, I. C., leite de Albuquerque, A. R. P., Isotani, S., Gimenes, R. E. M. A. T., Moreira, W. H., Alberton, O., & Menezes, E. A. U. (2014). Evaluation of insolvency in mutual credit unions by the models of artificial neural networks and support vector machines. African Journal of Agricultural Research, 9(16), 1227-1237.
[citation][year=2014]Ofori, K. S., Fianu, E., Omoregie, K., Odai, N. A., & Oduro-Gyimah, F. (2014). Predicting Credit Default among Micro Borrowers in Ghana. Research Journal of Finance and Accounting, 5(12), 96-104.
[citation][year=2013]A statistical modeling methodology for the analysis of term structure of credit risk and its dependency
J You, T Ando - Expert Systems with Applications, 2013 - Elsevier
[citation][year=2013]Profiieseeker—Early warning system for predicting economic situation of small and medium enterprises
A Burda, P Cudek, ZS Hippe - Human System Interaction (HSI), …, 2013 - ieeexplore.ieee.org
[citation][year=2013]García, V., Marqués, A. I., & Sánchez, J. S. (2014). An insight into the experimental design for credit risk and corporate bankruptcy prediction systems. Journal of Intelligent Information Systems, 1-31.
[citation][year=2012]ProfileSEEKER—system informatyczny wczesnego ostrzegania ma?ych i ?rednich przedsi?biorstw przed bankructwem
A Burda, P Cudek, ZS Hippe - br.wszia.edu.pl

2010(1 publication)
[publication]Silva, C. and Lotrič, U. and Ribeiro, B. and Dobnikar, A. , "Distributed Text Classification with an Ensemble Kernel-based Learning Approach", IEEE Transactions on Systems Man and Cybernetics, Part C - Applications and Reviews,  vol. 40,  pp. 287-297, 2010
[citation][year=2014]Kaburlasos, V. G., & Pachidis, T. (2014). A lattice-computing ensemble for reasoning based on formal fusion of disparate data types, and an industrial dispensing application. Information Fusion, 16, 68-83.
[citation][year=2014]Motai, Y. (2014). Kernel Association for Classification and Prediction: A Survey.
[citation][year=2013]High performance genetic algorithm based text clustering using parts of speech and outlier elimination
K Shi, L Li - Applied Intelligence, 2013 - Springer
[citation][year=2013]A Similarity Measure for Text Classification and Clustering
Y Lin, J Jiang, S Lee - 2013 - ieeexplore.ieee.org
[citation][year=2012]A review on ensembles for the class imbalance problem: bagging-, boosting-, and hybrid-based approaches
M Galar, A Fernández, E Barrenechea… - Systems, Man, and …, 2012 - ieeexplore.ieee.org
[citation][year=2012]Movie rating and review summarization in mobile environment
CL Liu, WH Hsaio, CH Lee, GC Lu… - Systems, Man, and …, 2012 - ieeexplore.ieee.org
[citation][year=2011]Data extraction for deep web using wordnet
JL Hong - Systems, Man, and Cybernetics, Part C: Applications …, 2011 - ieeexplore.ieee.org
[citation][year=2011]A lattice-computing ensemble for reasoning based on formal fusion of disparate data types, and an industrial dispensing application
VG Kaburlasos, T Pachidis - Information Fusion, 2011 - Elsevier
[citation][year=2011]Parallelizing support vector machines for scalable image annotation
NK Alham - 2011 - bura.brunel.ac.uk
[citation][year=2011]RIT Department of Computer Science MSc Project Pre-Proposal: Comparison of Kernel-based Document Classification Methods
E Anto - 2011 - cs.rit.edu
[citation][year=2011]A Document Similarity Measure and Its Applications
ZD Gan - 2011 - etd.lib.nsysu.edu.tw
[citation][year=2010]Computational Intelligence: Neural Networks and Kernel Methods
BM Ribeiro - 2010 - estudogeral.sib.uc.pt

2008(1 publication)
[publication]Silva, C. and Ribeiro, B. , "Towards Expanding Relevance Vector Machines to Large Scale Datasets", International Journal of Neural Systems,  vol. 18,  pp. 45-58, 2008
[citation][year=2011]Fully Bayesian analysis of the relevance vector machine with an extended hierarchical prior structure
E Fokoué, D Sun… - Statistical Methodology, 2011 - Elsevier
[citation][year=2011]Acharya, U.R.a , Sree, S.V.b , Suri, J.S.c d 
Automatic detection of epileptic eeg signals using higher order cumulant features
(2011) International Journal of Neural Systems, 21 (5), pp. 403-414. 
/S0129065708001361, PII S0129065708001361
[citation][year=2011]Fokoué, E.a , Goel, P.b 
An optimal experimental design perspective on radial basis function regression
(2011) Communications in Statistics - Theory and Methods, 40 (7), pp. 1184-1195. 
[citation][year=2010]Fokoue, Ernest; Goel, Prem,\"An optimal experimental design perspective on redial basis function regression\",
John D. Hromi Center for Quality and Applied Statistics (KGCOE), 2010
[citation][year=2010]Patel, P.B., Marwala, T.	, Caller behaviour classification using computational intelligence methods,  International Journal of Neural Systems 20 (1), pp. 87-93, 2010
[citation][year=2010]Yang, Y., Lu, B.-L.	, Protein subcellular multi-localization prediction using a min-max modular support vector machine , International Journal of Neural Systems 20 (1), pp. 13-28	, 2010

2007(2 publications)
[publication]Silva, C. and Ribeiro, B. , "On Text-based Mining with Active Learning and Background Knowledge using SVM", Journal of Soft Computing - A Fusion of Foundations, Methodologies and Applications, Springer Verlag,  vol. 11,  pp. 519-530, 2007
[citation][year=2011]Polajnar, T., Rogers, S., Girolami, M.
Protein interaction detection in sentences via gaussian processes: A preliminary evaluation
(2011) International Journal of Data Mining and Bioinformatics, 5 (1), pp. 52-72. 

[citation][year=2009]Classification of Protein Interaction Sentences via Gaussian Processes
T Polajnar, S Rogers, M Girolami - Pattern Recognition in Bioinformatics: 4th IAPR ?, 2009

[publication]Silva, C. and Ribeiro, B. , "RVM Ensemble for Text Classification", International Journal of Computational Intelligence Research,  vol. 3,  pp. 31-35, 2007
[citation][year=2011]Fokoué, E.a , Goel, P.b 
An optimal experimental design perspective on radial basis function regression
(2011) Communications in Statistics - Theory and Methods, 40 (7), pp. 1184-1195. 
[citation][year=2011]Fokoué, E.a , Sun, D.b , Goel, P.c 
Fully Bayesian analysis of the relevance vector machine with an extended hierarchical prior structure
(2011) Statistical Methodology, 8 (1), pp. 83-96. Cited 1 time.

2006(1 publication)
[publication]Silva, C. and Ribeiro, B. , "Rare Class Text Categorization with SVM Ensemble", Journal of Electrotechnical Review (Przeglad Elektrotechniczny),  vol. 1,  pp. 28-31, 2006

2003(1 publication)
[publication]Silva, C. and Ribeiro, B. , "Navigating mobile robots with a modular neural architecture", Journal of Neural Computing & Applications, Springer-Verlag ,  pp. 200-211, 2003
[citation][year=2006]A Study on Generating Good Environment Patterns for Evolving Robot Navigators
Sakamoto, Kouichi; Zhao, Qiangfu
Systems, Man and Cybernetics, 2006. SMC apos;06. IEEE International Conference on
Volume 4, Issue , 8-11 Oct. 2006 Page(s):3280 - 3285
[citation][year=2005]Frants Lauritsen, " Universal sensors: Detection of the unknown contaminant", Danks Kemi (in Danish), 86, nr.2, 2005.
[citation][year=2004]Ernesto Costa, A. Simões, "Inteligência Artificial " Fundamentos e Aplicações?, FCA Editora, pp. 499-505, 2004

Conference Articles
2019(6 publications)
[publication]Costa, J. and Silva, C. and Ribeiro, B. , "Hierarchical Deep Learning Approach for Plant Disease Detection", in 9th Iberian Conference on Pattern Recognition and Image Analysis, 2019

[publication]Silva, J. and Lucas, P. and Araujo, F. and Silva, C. and P. Gil and Alberto Cardoso and Arrais, J.P. and Ribeiro, B. and Coutinho, D. and Salgueiro, P. and Rato, L. and Saias, J. and Nogueira, V. , "A Hybrid Application for Real-Time Air Quality Monitoring", in 2019 5th Experiment International Conference (exp.at'19), 2019

[publication]Silva, J. and Lucas, P. and Araujo, F. and Silva, C. and P. Gil and Alberto Cardoso and Arrais, J.P. and Ribeiro, B. and Coutinho, D. and Salgueiro, P. and Rato, L. and Saias, J. and Nogueira, V. , "An Online Platform For Real-Time Air Quality Monitoring", in 2019 5th Experiment International Conference (exp.at'19), 2019

[publication]Costa, J. and Utreras, S. and Welling, T. and Silva, C. , "Deep Learning Approaches for Sentiment Analysis in Instagram Images", in RECPAD 2019 - Portuguese Conference on Pattern Recognition, 2019

[publication]Silva, C. and Grilo, C. and Rosero, R. , "User experience tests over a Mixed Reality interface of a SAR system with UAVs", in RECPAD 2019 - Portuguese Conference on Pattern Recognition, October 2019, 2019

[publication]Coutinho, D. and Salgueiro, P. and Saias, J. and Rato, L. and Nogueira, V. and Silva, J. and Lucas, P. and Araujo, F. and Silva, C. and P. Gil and Alberto Cardoso and Arrais, J.P. and Ribeiro, B. , "Considerations for a cloud-based system for IoT data acquisition from heterogeneous sensors", in III CONGRESSO LUSO-EXTREMADURENSE, 2019

2018(10 publications)
[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Adaptive Learning Models Evaluation in Twitter's Timelines", in International Joint Conference on Neural Networks, 2018

[publication]Guevara, J. and Costa, J. and Arroba, J. and Silva, C. , "Harvesting Opinions in Twitter for Sentiment Analysis", in 13th Iberian Conference on Information Systems and Technologies (CISTI), 2018

[publication]Guevara, J. and Morales, M. and Costa, J. and Silva, C. , "Comparing Learning Approaches for Twitter Sentiment Analysis", in 24th edition of the Portuguese Conference on Pattern Recognition (RecPad), 2018

[publication]Costa, J. and Silva, C. and Ribeiro, B. , "Twitter message: is bigger the better for classification purposes?", in 24th edition of the Portuguese Conference on Pattern Recognition (RecPad), 2018

[publication]Costa, J. and Silva, C. and Ribeiro, B. , "Learning in Twitter streams with 280 character tweets", in 10th International Conference on Soft Computing and Pattern Recognition (SoCPaR 2018), 2018

[publication]Oliveira, N. and Costa, J. and Silva, C. and Ribeiro, B. , "Retweet Predictive Model for Predicting the Popularity of Tweets", in 10th International Conference on Soft Computing and Pattern Recognition (SoCPaR 2018), 2018

[publication]Silva, C. and Grilo, C. and Silva, C. , "Server Load Prediction on Wikipedia Traffic: Influence of Granularity and Time Window", in 10th International Conference on Soft Computing and Pattern Recognition (SoCPaR 2018), 2018

[publication]Silva, C. and Ribeiro, B. and Costa, J. and Oliveira, N. , "Retweet Predictive Model for Predicting the Popularity of Tweets", in 10th International Conference on Soft Computing and Pattern Recognition (SoCPaR 2018), 2018

[publication]Silva, C. and Grilo, C. and Silva, C. , "Granularity and time window on forecasting regression problems", in 24th edition of the Portuguese Conference on Pattern Recognition (RecPad), 2018

[publication]Rosero, R. and Grilo, C. and Silva, C. , "SAR missions with commercial UAVs over Mixed-Reality interfaces", in 24th edition of the Portuguese Conference on Pattern Recognition (RecPad), 2018

2017(3 publications)
[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Performance Metrics for Model Fusion in Twitter Data Drifts", in IbPRIA 2017: 8th Iberian Conference on Pattern Recognition and Image Analysis, LNCS, Springer, 2017

[publication]Silva, C. and Antunes, M. , "Automatic documents counterfeit classication using image processing and analysis", in IbPRIA 2017: 8th Iberian Conference on Pattern Recognition and Image Analysis, 2017

[publication]Oliveira, N. and Costa, J. and Silva, C. and Ribeiro, B. , "On the importance of Users' Features in Retweeting", in 23rd Portuguese Conference on Pattern Recognition - RECPAD 2017, 2017

2016(7 publications)
[publication]Silva, C. and Ribeiro, B. , "Visualization of Individual Ensemble Classifier Contributions", in IPMU 2016 - International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems, LNCS, Netherlands, 2016

[publication]Silva, C. and Ribeiro, B. , "Multiclass Ensemble of One-Against-All SVM Classifiers", in ISNN 2016 - International Symposium on Neural Networks, LNCS, Springer, S Petersburg, Russia, 2016

[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Choice of Best Samples for Building Ensembles in Dynamic Environments", in 17th International Conference on Engineering Applications of Neural Networks (EANN), 2016

[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Twitter classification: are some examples better than others?", in 22nd Portuguese Conference on Pattern Recognition, 2016

[publication]Antunes, M. and Silva, C. , "A telemedicine application using WebRTC", in International Conference on Health and Social Care Information Systems and Technologies (HCist'16), vol. 100, pp. 414-420, Editor: Elsevier, 2016

[publication]Silva, C. and Antunes, M. , "Information System for Automation of Counterfeited Documents Images Correlation", in Conference on ENTERprise Information Systems (CENTERIS'16); vol. 100, pp. 421-428, Editor: Elsevier; , 2016

[publication]Silva, C. and Antunes, M. , "Pattern Recognition in Images of Counterfeited Documents", in 22th edition of the Portuguese Conference on Pattern Recognition (RecPad'16); pp.83-84; , 2016

2015(6 publications)
[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "The Impact of Longstanding Messages in Micro-Blogging Classification", in IEEE International Joint Conference on Neural Networks (IJCNN'15), 2015

[publication]Ribeiro, B. and Noel Lopes and Silva, C. , "Learning the Hash Code with Generalised Regression Neural Networks for Biometric Data Retrieval", in International Joint Conference on Neural Networks (IJCNN'15), 2015

[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "DOTS: Drift Oriented Tool System", in 22nd International Conference on Neural Information Processing (ICONIP2015), 2015

[publication]Silva, C. and Antunes, M. and Costa, J. and Ribeiro, B. , "Active Manifold Learning with Twitter Big Data", in 2015 INNS BigData International Conference, Procedia Computer Science , vol. 53, pp. 208-215, 2015

[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Generating datasets with drift", in 21th edition of the Portuguese Conference on Pattern Recognition (RecPad), 2015

[publication]Silva, C. and Antunes, M. , "Health Twitter Big Bata Management with Hadoop Framework", in International Conference on Health and Social Care Information Systems and Technologies (HCist'15); vol;64, pp. 425-431, Editor: Elsevier; , 2015

2014(5 publications)
[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Concept Drift Awareness in Twitter Streams", in IEEE International Conference on Machine Learning and Applications, 2014

[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Learning with Drift in Twitter", in Portuguese Conference on Pattern Recognition, 2014

[publication]Martins, S. and Silva, C. and Marcelino, L. , "Mobile Games for Children", in 2nd World Conference on Information Systems and Technologies (WCIST'14), 2014

[publication]Silva, C. and Marcelino, L. , "Patinhas - Servic?os de localizac?a?o para animais desaparecidos", in 9ª Conferência Ibérica de Sistemas e Tecnologias de Informação, 2014

[publication]Silva, C. and Marcelino, L. , "Database Synchronization Model for Mobile Devices", in 9ª Conferência Ibérica de Sistemas e Tecnologias de Informação, 2014

2013(5 publications)
[publication]Costa, J. and Silva, C. and Antunes, M. and Ribeiro, B. , "Defining Semantic Meta-Hashtags for Twitter Classification", in M. Tomassini et al. (Eds.): ICANNGA 2013, LNCS 7824, pp. 226--235. Springer, Heidelberg (2013), 2013
[citation][year=2015]Thierry Declerck, Piroska Lendva, Processing and Normalizing Hashtags, Proceedings of Recent Advances in Natural Language Processing, pages 104–109, 2015.
[citation][year=2014]Guillaume Tisserant, Mathieu Roche, Violaine Prince, Mining Tweet Data - Statistic and Semantic Information for Political Tweet Classification, KDIR2014-International Conference on Knowledge Discovery and Information Retrieval, 2014.

[publication]Costa, J. and Silva, C. and Ribeiro, B. and Antunes, M. , "CrowdTargeting: Making Crowds More Personal", in Semantic and Social Media Adaptation and Personalization (SMAP), 2013 8th International Workshop on, 2013

[publication]Pereira, L. and Rijo, R. and Silva, C. and Agostinho, M. , "Using Text Mining to Diagnose and Classify Epilepsy in Children", in IEEE 16th International Conference on E-health Networking, Application & Services, IEEE HealthCom 2013, 2013

[publication]Costa, R. and Silva, C. and Marcelino, L. , "Profile-based System for Nutritional Information Management", in IEEE 16th International Conference on E-health Networking, Application & Services, IEEE HealthCom 2013, 2013

[publication]Monteiro, F. and Moreira, L. and Ferreira, P. and Marcelino, L. and Silva, C. , "Mobile Access to Real Time Tracking of Public Transports", in Interação 2013, 5th National Conference on Interaction, 2013

2011(5 publications)
[publication]Silva, C. and Antunes, M. and Ribeiro, B. and Correia, M. , "A hybrid AIS-SVM ensemble approach for Text Classification", in Proc Int Conf on Adaptive and Natural Computing Algorithms, pp. , Part II, LNCS 6594, 2011, 2011
[citation][year=2015]Chen, Y., Sun, Y., & Han, B. Q. (2015). Improving Classification of Protein Interaction Articles Using Context Similarity-Based Feature Selection. BioMed Research International.

[publication]Costa, J. and Silva, C. and Ribeiro, B. , "On Using Crowdsourcing and Active Learning to Improve Classification Performance", in Proceedings of 11th International Conference on Intelligent Systems Design and Applications (ISDA 2011), IEEE; pp. 469-474; November, Cordoba, Spain (DOI:10.1109/ISDA.2011.6121700), 2011
[citation][year=2015]Yudian Zheng, Jiannan Wang, Guoliang Li, Reynold Cheng, Jianhua Feng, QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications, SIGMOD '15 Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data
Pages 1031-1046, 2015.
[citation][year=2015]Seid Muhie Yimam, Narrowing the Loop: Integration of Resources and Linguistic Dataset Development with Interactive Machine Learning, Proceedings of NAACL-HLT 2015 Student Research Workshop (SRW), pages 88–95, 2015.
[citation][year=2015]Matteo Venanzi, Oliver Parson, Alex Rogers, Nick Jennings, The ActiveCrowdToolkit: An Open-Source Tool for Benchmarking Active Learning Algorithms for Crowdsourcing Research, Third AAAI Conference on Human Computation and Crowdsourcing, 2015.
[citation][year=2014]Lin, C. C., Huang, Y. C., & Hsu, J. Y. J. (2014, May). Crowdsourced Explanations for Humorous Internet Memes Based on Linguistic Theories. In Second AAAI Conference on Human Computation and Crowdsourcing.
[citation][year=2013]Chaisiri, S. (2013, December). Utilizing Human Intelligence in a Crowdsourcing Marketplace for Big Data Processing. In Parallel and Distributed Systems (ICPADS), 2013 International Conference on (pp. 633-638). IEEE.
[citation][year=2013]Agarwal, A., Garg, R., & Chaudhury, S. (2013, August). Greedy Search for Active Learning of OCR. In Document Analysis and Recognition (ICDAR), 2013 12th International Conference on (pp. 837-841). IEEE.

[publication]Costa, J. and Silva, C. and Ribeiro, B. , "Get Your Jokes Right: Ask The Crowd", in  Proceedings of 1st International Conference on Model and Data Engineering (MEDI 2011),  Lecture Notes Computer Science; Vol. 6918, pp. 178-185, Springer, September, Óbidos, Portugal  (DOI:10.1007/978-3-642-24443-8_20), 2011

[publication]Costa, J. and Silva, C. and Ribeiro, B. , "The Importance of Precision in humour Classification", in "; Proceedings of 12th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2011),Lecture Notes Computer Science, Vol. 6936, pp.271-278, Springer, September, Norwich, UK (10.1007/978-3-642-23878-9_33), 2011

[publication]Silva, C. and Ribeiro, B. , "Purging False Negatives in Cancer Diagnosis Using Incremental Active Learning", in  Proceedings of 12th International Conference on Intellingent Data Engineering and Automated Learning (IDEAL 2011),Lecture Notes Computer Science, Vol. 6936, pp.394-402, Springer, September, Norwich, UK (10.1007/978-3-642-23878-9_33), 2011

2010(4 publications)
[publication]Silva, C. and Ribeiro, B. and Noel Lopes , "Improving Recall Values in Breast Cancer Diagnosis with Incremental Background Knowledge", in IEEE World Congress on Computational Intelligence (WCCI 2010), 2010
[citation][year=2013]Somdatta Patra and Mr. GourSundarMitra Thakur. A proposed neuro-fuzzy model for adult asthma disease diagnosis. Computer Science & Information Technology (CS & IT), 3(2):191–205, 2013.

[publication]Ribeiro, B. and Noel Lopes and Silva, C. , "High-Performance Bankruptcy Prediction Model using Graphics Processing Units", in IEEE World Congress on Computational Intelligence (WCCI 2010), 2010
[citation][year=2014]Gaspar-Cunha, A., Recio, G., Costa, L., & Estébanez, C. (2014). Self-adaptive MOEA feature selection for classification of bankruptcy prediction data. The Scientific World Journal, 2014.
[citation][year=2014]Kumar, R., & Cheema, A. K. (2014). GPU Implementation of a Deep Learning Network for Financial Prediction. The International Journal of Science and Technoledge, 2(5), 374.
[citation][year=2013]Antonio Gaspar-Cunha, Gustavo Recio, L. Costa, and Cesar Estebanez, Self-Adaptive MOEA Feature Selection for Classification of Bankruptcy Prediction Data, The Scientific World Journal, 2013
[citation][year=2013]Langdon, W. B. (2013). Large-Scale Bioinformatics Data Mining with Parallel Genetic Programming on Graphics Processing Units. In Massively Parallel Evolutionary Computation on GPGPUs (pp. 311-347). Springer Berlin Heidelberg.
[citation][year=2012]Sabine McConnell, Robert Sturgeon, Gregory Henry, Andrew Mayne and Richard Hurley, Scalability of Self-organizing Maps on a GPU cluster using OpenCL and CUDA, Journal of Physics: Conference Series, vol. 341, 2012.
[citation][year=2012]Li Weiming . ( 2012 ) . In the hierarchical growth patterns from network mapping and trajectory analysis Construction of Enterprise Financial Crisis Prediction Model .
[citation][year=2011]W. B. Langdon, "Graphics Processing Units and Genetic Programming: An overview", Soft Computing - A Fusion of Foundations, Methodologies and Applications, vol. 15, no. 8, pp. 1657-1669, 2011
[citation][year=2010]William B. Langdon, Large Scale Bioinformatics Data Mining with Parallel Genetic Programming on Graphics Processing Units, Parallel and Distributed Computational Intelligence Studies in Computational Intelligence, vol. 269, pp 113-141, 2010

[publication]Ribeiro, B. and Silva, C. and Vieira, A. and Neves, J.C. , "Financial  Distress Prediction using SVM+", in IEEE World Congress on Computational Intelligence (WCCI 2010), Barcelona, Spain, July 2010, 2010

[publication]Silva, C. and Antunes, M. and Ribeiro, B. and Correia, M. , "On using an ensemble approach of AIS and SVM for Text Classification", in WACI’10,  5th Workshop on Applications of Computational Intelligence, December, 2010, 2010

2009(3 publications)
[publication]Silva, C. and Ribeiro, B. , "Improving Text Classification Performance with Incremental Background Knowledge", in International Conference on Artificial Neural Networks - ICANN 2009, pp. 923-931, 2009

[publication]Silva, C. and Ribeiro, B. , "Improving Visualization, Scalability and Performance of Multiclass Problems with SVM Manifold Learning", 2009

[publication]Ribeiro, B. and Silva, C. and Vieira, A. and Neves, J.C. , "Extracting Discriminative Features Using Non-Negative Matrix Factorization in Financial Distress Data", 2009
[citation][year=2010]ZY Zhang, J Zhang, Survey on the Variations and Applications of Nonnegative Matrix Factorization, The Ninth International Symposium on Operations Research and Its Applications (ISORA"10)
Chengdu-Jiuzhaigou, China, August 19"23, 2010
[citation][year=2010]Zhong-Yuan Zhang, Nonnegative Matrix Factorization: Models, Algorithms and Applications,
School of Statistics, Central University of Finance and Economics, chapter, 2010

2008(6 publications)
[publication]Ferreira, R. and Ribeiro, B. and Silva, C. and Liu, Q. and Sung, A.H. , "Building Resilient Classifiers for LSB Matching Steganography", in WCCI 2008, 2008

[publication]Silva, C. and Ribeiro, B. and Lotrič, U. and Dobnikar, A. , "Distributed Ensemble Learning in Text Classification", in ICEIS 2008, 2008

[publication]Silva, C. and Ribeiro, B. , "Text Classification on Embedded Manifolds", in IBERAMIA 2008, 2008

[publication]Silva, C. and Ribeiro, B. , "Selecting Examples in Manifold Reduced Feature Space for Active Learning", in IEEE ICMLA 2008, 2008

[publication]Ribeiro, B. and Vieira, A. and Duarte, J. and Silva, C. and Neves, J.C. and Liu, Q. and Sung, A.H. , "Bankruptcy Analysis for Credit Risk using Manifold Learning", in International Conference on Neural Information Processing, 2008

[publication]Ribeiro, B. and Silva, C. and Sung, A.H. and Vieira, A. and Neves, J.C. and Duarte, J. and Liu, Q. , "Learning Manifolds for Bankruptcy Analysis", in International Conference on Neural Information Processing - ICONIP, Auckland, New Zealand, 2008

2007(2 publications)
[publication]Silva, C. and Ribeiro, B. and Sung, A.H. , "Boosting RVM Classifiers for Large Data Sets", in ICANNGA 2007, 2007
[citation][year=2009]BMDS: An interpretable string based malware detection system using SVM ensemble with bagging 
     Show Abstract	Ye, Y., Chen, L., Wang, D., Li, T., Jiang, Q., Zhao, M.		Journal in Computer Virology 5 (4), pp. 283-293, 2009

[publication]Silva, C. and Ribeiro, B. , "Combining Active Learning and Relevance Vector Machines for Text Classification", in IEEE ICMLA 2007, 2007
[citation][year=2011]Fully Bayesian analysis of the relevance vector machine with an extended hierarchical prior structure, E Fokoué, D Sun… - Statistical Methodology, 2011 - Elsevier
[citation][year=2011]Fokoué, E.a , Goel, P.b 
An optimal experimental design perspective on radial basis function regression
(2011) Communications in Statistics - Theory and Methods, 40 (7), pp. 1184-1195. 

[citation][year=2010]An optimal experimental design perspective on redial basis function regression, E Fokoue, John D. Hromi Center for Quality and Applied Statistics (KGCOE), 2010 - ritdml.rit.edu

2006(6 publications)
[publication]Silva, C. and Ribeiro, B. and Lotrič, U. , "Fast-Decision SVM Ensemble Text Classifier Using Cluster Computing", in ICNPSC\'06, 2006

[publication]Silva, C. and Ribeiro, B. , "Scaling Text Classification with Relevance Vector Machines", in IEEE SMC06, 2006
[citation][year=2010]Automatic Chinese Text Classification Using N-Gram Model
SJ Yen, YS Lee, YC Wu, JC Ying… - Computational Science and its applications, 2010 - Springer
[citation][year=2009]Image Classification Using No-balance Binary Tree Relevance Vector Machine, K Wang… - 2009 International l Asia Symposium on Intelligent Interaction and Affective Computing, 2009 - computer.org

[publication]Silva, C. and Ribeiro, B. , "Expanding Working Set Approaches to RVM for Text Classification", in Summer School on Neural Networks - Poster Presentation, 2006

[publication]Silva, C. and Ribeiro, B. , "Automated Learning of RVM for Large Scale Text Sets: Divide to Conquer", in IDEAL 2006, 2006

[publication]Silva, C. and Ribeiro, B. , "Two-level hierarchical hybrid SVM-RVM classification model", in IEEE ICMLA 2006, 2006
[citation][year=2011]Further Results on Alzheimer Disease Detection on Structural MRI Features
M Conde… - Soft Computing Models in Industrial and …, 2011 - Springer
[citation][year=2011]Li, W.a b , Miao, D.a , Wang, W.a b 
Two-level hierarchical combination method for text classification
(2011) Expert Systems with Applications, 38 (3), pp. 2030-2039. 

[citation][year=2010]Two-level hierarchical combination method for text classification, W Li, D Miao,Expert Systems with Applications, 2010 - Elsevier
[citation][year=2010]Hybrid SVM/CART classification of pathogenic species of bacterial meningitis with surface-enhanced Raman scattering, CY Huang, TH Tsai, BC Wen, CW Chung… - … (BIBM), 2010 IEEE
[citation][year=2007]Boosted Bayesian Kernel Classifier Method for Face Detection 
Tashk, Ali Reza Bayesteh; Faez, Karim;
Third International Conference on Natural Computation, 2007. ICNC 2007. Volume 1,  24-27 Aug. 2007 Page(s):533 - 537.
[citation][year=2007]Face Detection Using Adaboosted RVM-based Component Classifier
ARB Tashk, A Sayadiyan, SM Valiollahzadeh - Image and Signal Processing and Analysis, 2007. ISPA 2007

[publication]Silva, C. and Ribeiro, B. , "RVM Ensemble for Text Classification", in ICONIP 2006 - 13th International Conference on Neural Information Processing (Poster presentation), 2006
[citation][year=2010]Fokoue, Ernest; Goel, Prem,"An optimal experimental design perspective on redial basis function regression",
John D. Hromi Center for Quality and Applied Statistics (KGCOE), 2010
[citation][year=2008]Bo Yu  and Zong-ben Xu, A comparative study for content-based dynamic spam classification using four machine learning algorithms, Knowledge-Based Systems
Volume 21, Issue 4, May 2008, Pages 355-362

2005(3 publications)
[publication]Silva, C. and Ribeiro, B. , "Text Classification from Partially Labeled Distributed Data", in ICANNGA 2005, 2005

[publication]Silva, C. and Ribeiro, B. and Lotrič, U. , "Speeding-up Text Classification In a GRID Computing Environment", in ICMLA 2005, 2005

[publication]Lotrič, U. and Ribeiro, B. and Silva, C. and Dobnikar, A. , "Modeling Execution Times of Data Mining Problems in Grid Environments", in ERK 2005, 2005

2004(2 publications)
[publication]Silva, C. and Ribeiro, B. , "Labeled and Unlabeled Data in Text Categorization", in IJCNN 2004, 2004
[citation][year=2011]Show-Jane Yen, , Yue-Shi Lee, , , Jia-Ching Ying, , Yu-Chieh Wu, "A
logistic regression-based smoothing method for Chinese text
categorization",Expert Systems with Applications, Volume 38, Issue 9,
pp.  11581–11590, September 2011,

[citation][year=2007]Pan-Jun Kim and Jae-Yun Lee,
Utilizing Unlabeled Documents in Automatic Classification with Inter-document Similarities, Journal of the Korean society for information management,  pp. 251~271 (21 pages), 2007

[publication]Silva, C. and Ribeiro, B. , "Margin-based Active Learning and Background Knowledge in Text Mining", in HIS 2004, 2004
[citation][year=2010]Zhang Xiang Zhou Ming-quan GENG Guo-hua, "Bagging the improvement in Chinese text categorization method", "Mini-Micro Systems," No. 2, 2010.
[citation][year=2009]Active Learning Methods for Remote Sensing Image Classification, D Tuia, F Ratle, F Pacifici, MF Kanevski, WJ ? - IEEE Transactions on Geoscience and Remot, 2009, vol. 47 (2), no7, pp. 2218-2232,  2009
[citation][year=2009]Clasificación de grandes conjuntos de datos vía
Máquinas de Vectores Soporte y aplicaciones en
sistemas biológicos, Ph D Thesis, Jair Cervantes Canales, Computer Science, Mexico.
[citation][year=2006]Li Rongyan, Jin Xin¡¡ Wang Chunhui, Zheng Ning, Bie Rongfang, "A New Algorithm of Chinese Text Classification", JOURNAL OF BEIJING NORMAL UNIVERSITY (NATURAL SCIENCE), 2006 Vol.42 No.5 P.501-505.

2003(3 publications)
[publication]Silva, C. and Ribeiro, B. , "The Importance of Stop Word Removal on Recall Values in Text Categorization", in IJCNN 2003, 2003
[citation][year=2011]Ayral, H., Yavuz, S.
An automated domain specific stop word generation method for natural language text classification
(2011) INISTA 2011 - 2011 International Symposium on INnovations in Intelligent SysTems and Applications, art. no. 5946149, pp. 500-503. 
[citation][year=2011]Yao, Z., Ze-Wen, C.
Research on the construction and filter method of stop-word list in text preprocessing
(2011) Proceedings - 4th International Conference on Intelligent Computation Technology and Automation, ICICTA 2011, 1, art. no. 5750595, pp. 217-221. 
[citation][year=2011]Abdelmoneim, Dareen, "Semantic deontic modeling and text
classification for supporting automated environmental compliance
checking in construction" , MsC Thesis, University of Illinois at Urbana-Champaign, USA, 2011
[citation][year=2011]Agrawal, N., "Auto complete using graph mining: A different approach",
 Proceedings of IEEE Southeastcon Conference, 2011 , pp. 268 - 271,
17-20 March, 2011, doi:10.1109/SECON.2011.5752947

[citation][year=2010]Sentiment text classification of customers reviews on the Web based on SVM, Huosong Xia;   Min Tao;   Yi Wang,  Sixth International Conference on Natural Computation (ICNC), 2010, pp. 3633 - 3637.
[citation][year=2010]Characteristic pattern discovery in videos, Mihir Jain , C. V. Jawahar, ICVGIP '10 Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing, 2010
[citation][year=2010]Ditch the Smileys: Customizing a Stopword List for Email-based Data, Dinesh Rathi, Michael B. Twidale, Canadian Association for Infrmation Science Conference, 2010
[citation][year=2009]Evaluation of stop word list in Mongolian , Bao, Y., Yang, G., Jin, W., Journal of Information and Computational Science 6 (3), pp. 1139-1145, 2009
[citation][year=2009]Prevention of Spyware by Runtime Classification of End User License Agreements, Muhammad Usman Rashid, MSc. Thesis, Blekinge Institute of Technology , Sweden, 2009.
[citation][year=2008]Automatic classifications of malay proverbs using Naïve Bayesian Algorithm  Noah, S.A., Ismail, F.	Information Technology Journal 7 (7), pp. 1016-1022, 2008
[citation][year=2007]CINDI robot: An intelligent web crawler based on multi-level inspection, Chen, R., Desai, B.C., Zhou, C, Proceedings of the International Database Engineering and Applications Symposium, IDEAS, art. no. 4318093, pp. 93-101, 2007.
[citation][year=2007]DIMENSIONALITY REDUCTION TECHNIQUES FOR ENHANCING AUTOMATIC TEXT CATEGORIZATION, Dina Adel Said, MSc. Thesis, FACULTY OF ENGINEERING, CAIRO UNIVERSITY, 2007.
[citation][year=2005]Automatic selection of Chinese stoplist  
   Show Abstract	Gu, Y.-J., Fan, X.-Z., Wang, J.-H., Wang, T., Huang, W.-J.	2005	Beijing Ligong Daxue Xuebao/Transaction of Beijing Institute of Technology 25 (4), pp. 337-340

[publication]Silva, C. and Ribeiro, B. , "On the Evaluation of Text Processing in Text Categorization", in ICMLA 2003, 2003

[publication]Silva, C. and Ribeiro, B. , "An Inductive Inference Approach to Large Scale Text Categorisation", in ICANNGA 2003, 2003
[citation][year=2004]Marcin Jurczak, "Complexity Control of SVM Network Applied to Text Categorisation?,  Przeglad Elektrotechniczny (Electrotechnical Review Journal  " Poland), pp. 343-347, January 2004.

2001(1 publication)
[publication]Silva, C. and Ribeiro, B. , "Angular Memory and Supervisory Modules in a Neural Architecture for Navigating NOMAD", in ICANNGA 2001, 2001

2000(3 publications)
[publication]Silva, C. and Ribeiro, B. , "A Neural Modular Architecture for Navigating Mobile Robots", in CONTROLO 2000, 2000

[publication]Silva, C. and Ribeiro, B. , "MONODA: A Neural Modular Architecture for Obstacle Avoidance Without Knowledge of the Environment", in IJCNN 2000, 2000
[citation][year=2009]Machine Learning for Automated Robot Navigation in Rough
Terrain Radoslaw Sobolewski, Computing Laboratory
University of Oxford, M.Sc. in Computer Science
September 2009
[citation][year=2006]Zou, A.-M., Hou, Z.-G., Fu, S.-Y., Tan, M. 
Neural networks for mobile robot navigation: A survey  
    2006 Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 3972 LNCS, pp. 1218-1226

[publication]Silva, C. and Ribeiro, B. , "A Modular Neural Architecture for Navigating NOMAD Mobile Robot", in IPMU 2000, 2000

Book Chapters
2013(1 publication)
[publication]Nogueira, A.F. and Silva, C. , "ChronoFindMe: Social Networks’ Location-Based Services", in Sociotechnical Enterprise Information Systems Design and Integration,  vol. 1,  pp. 154-170, 2013

2001(1 publication)
[publication]Silva, C. and Ribeiro, B. , "A Modular Constructive Approach to Mobile Robot Navigation", in Fifth International Conference on Knowledge-Based Intelligent Information Engineering Systems & Allied Technologies 2001,  pp. 313-317, 2001

PhD Theses
2009(1 publication)
[publication]Silva, C. , "Inductive Inference for Large Scale Text Classification", 2009

MSc Theses
2000(1 publication)
[publication]Silva, C. , "Contribuição para  a Navegação de Robots Móveis Usando Redes Neuronais Numa Abordagem Modular e Construtiva", 2000

Tech Report
2005(1 publication)
[publication]Silva, C. and Ribeiro, B. and Lotrič, U. and Dobnikar, A. , "Intelligent Data Mining in the GRID Environment - Report 10/2005", 2005