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Joao Gama
List of publications from the DBLP Bibliography Server - FAQ
| 2012 | ||
|---|---|---|
| 117 | Márcia D. B. Oliveira, João Gama: A framework to monitor clusters evolution applied to economy and finance problems. Intell. Data Anal. 16(1): 93-111 (2012) | |
| 116 | Márcia D. B. Oliveira, João Gama: An overview of social network analysis. Wiley Interdisc. Rew.: Data Mining and Knowledge Discovery 2(2): 99-115 (2012) | |
| 2011 | ||
| 115 | João Gama, Elizabeth Bradley, Jaakko Hollmén: Advances in Intelligent Data Analysis X - 10th International Symposium, IDA 2011, Porto, Portugal, October 29-31, 2011. Proceedings Springer 2011 | |
| 114 | Joaquim Marques de Sá, Raquel Sebastião, João Gama, Tânia Fontes: New Results on Minimum Error Entropy Decision Trees. CIARP 2011: 355-362 | |
| 113 | Shonali Krishnaswamy, Joao Gama, Mohamed Medhat Gaber: Advances in data stream mining for mobile and ubiquitous environments. CIKM 2011: 2607-2608 | |
| 112 | João Gama: Reasoning about the Learning Process. EGC 2011: 7-8 | |
| 111 | Carlos Abreu Ferreira, João Gama, Vítor Santos Costa: Constrained Sequential Pattern Knowledge in Multi-relational Learning. EPIA 2011: 282-296 | |
| 110 | Márcia D. B. Oliveira, João Gama: Visualizing the Evolution of Social Networks. EPIA 2011: 476-490 | |
| 109 | Douglas de O. Cardoso, Priscila M. V. Lima, Massimo De Gregorio, João Gama, Felipe M. G. França: Clustering data streams with weightless neural networks. ESANN 2011 | |
| 108 | Elena Ikonomovska, Kurt Driessens, Saso Dzeroski, João Gama: Adaptive Windowing for Online Learning from Multiple Inter-related Data Streams. ICDM Workshops 2011: 697-704 | |
| 107 | Elena Ikonomovska, João Gama, Bernard Zenko, Saso Dzeroski: Speeding-Up Hoeffding-Based Regression Trees With Options. ICML 2011: 537-544 | |
| 106 | João Gama, Petr Kosina: Learning about the Learning Process. IDA 2011: 162-172 | |
| 105 | José M. Carmona-Cejudo, Manuel Baena-García, José del Campo-Ávila, Albert Bifet, João Gama, Rafael Morales Bueno: Online Evaluation of Email Streaming Classifiers Using GNUsmail. IDA 2011: 90-100 | |
| 104 | João Gama, Petr Kosina: Learning Decision Rules from Data Streams. IJCAI 2011: 1255-1260 | |
| 103 | Carlos Abreu Ferreira, João Gama, Vítor Santos Costa: Sequential Pattern Knowledge in Multi-Relational Learning. ISCIS 2011: 539-545 | |
| 102 | Pedro Pereira Rodrigues, João Gama, João Araújo, Luís M. B. Lopes: L2GClust: local-to-global clustering of stream sources. SAC 2011: 1006-1011 | |
| 101 | Elena Ikonomovska, João Gama, Saso Dzeroski: Incremental multi-target model trees for data streams. SAC 2011: 988-993 | |
| 100 | Elena Ikonomovska, João Gama, Saso Dzeroski: Learning model trees from evolving data streams. Data Min. Knowl. Discov. 23(1): 128-168 (2011) | |
| 99 | João Gama, Michael May: Ubiquitous Knowledge Discovery. Intell. Data Anal. 15(1): 1 (2011) | |
| 98 | João Gama, Pedro Pereira Rodrigues, Luís M. B. Lopes: Clustering distributed sensor data streams using local processing and reduced communication. Intell. Data Anal. 15(1): 3-28 (2011) | |
| 97 | José M. Carmona-Cejudo, Manuel Baena-García, Rafael Morales Bueno, João Gama, Albert Bifet: Using GNUsmail to Compare Data Stream Mining Methods for On-line Email Classification. Journal of Machine Learning Research - Proceedings Track 17: 12-18 (2011) | |
| 96 | Jian Pei, Joao Gama, Qiang Yang, Ronghuai Huang, Xue Li: Best papers from the Fifth International Conference on Advanced Data Mining and Applications (ADMA 2009). Knowl. Inf. Syst. 27(2): 163-164 (2011) | |
| 2010 | ||
| 95 | Mohamed Medhat Gaber, Ranga Raju Vatsavai, Olufemi A. Omitaomu, João Gama, Nitesh V. Chawla, Auroop R. Ganguly: Knowledge Discovery from Sensor Data, Second International Workshop, Sensor-KDD 2008, Las Vegas, NV, USA, August 24-27, 2008, Revised Selected Papers Springer 2010 | |
| 94 | Petr Kosina, João Gama, Raquel Sebastião: Drift Severity Metric. ECAI 2010: 1119-1120 | |
| 93 | Márcia D. B. Oliveira, João Gama: Bipartite Graphs for Monitoring Clusters Transitions. IDA 2010: 114-124 | |
| 92 | Hillol Kargupta, Joao Gama, Wei Fan: The next generation of transportation systems, greenhouse emissions, and data mining. KDD 2010: 1209-1212 | |
| 91 | Márcia D. B. Oliveira, João Gama: MEC - Monitoring Clusters' Transitions. STAIRS 2010: 212-224 | |
| 90 | João Gama: Clustering from Data Streams. Encyclopedia of Machine Learning 2010: 180-183 | |
| 89 | João Gama, Pedro Pereira Rodrigues, Eduardo J. Spinosa, André Carvalho Ponce Leon Ferreira de Carvalho: Knowledge Discovery from Data Streams. Web Intelligence and Security - Advances in Data and Text Mining Techniques for Detecting and Preventing Terrorist Activities on the Web 2010: 125-138 | |
| 88 | Varun Chandola, Olufemi A. Omitaomu, Auroop R. Ganguly, Ranga Raju Vatsavai, Nitesh V. Chawla, Joao Gama, Mohamed Medhat Gaber: Knowledge discovery from sensor data (SensorKDD). SIGKDD Explorations 12(2): 50-53 (2010) | |
| 2009 | ||
| 87 | Olufemi A. Omitaomu, Auroop R. Ganguly, João Gama, Ranga Raju Vatsavai, Nitesh V. Chawla, Mohamed Medhat Gaber: Proceedings of the Third International Workshop on Knowledge Discovery from Sensor Data, Paris, France, June 28, 2009 ACM 2009 | |
| 86 | Ronghuai Huang, Qiang Yang, Jian Pei, João Gama, Xiaofeng Meng, Xue Li: Advanced Data Mining and Applications, 5th International Conference, ADMA 2009, Beijing, China, August 17-19, 2009. Proceedings Springer 2009 | |
| 85 | João Gama, Vítor Santos Costa, Alípio Mário Jorge, Pavel Brazdil: Discovery Science, 12th International Conference, DS 2009, Porto, Portugal, October 3-5, 2009 Springer 2009 | |
| 84 | Carlos Abreu Ferreira, João Gama, Vítor Santos Costa: Sequential Pattern Mining in Multi-relational Datasets. CAEPIA 2009: 121-130 | |
| 83 | Joaquim Marques de Sá, João Gama, Raquel Sebastião, Luís A. Alexandre: Decision Trees Using the Minimum Entropy-of-Error Principle. CAIP 2009: 799-807 | |
| 82 | Elena Ikonomovska, João Gama, Raquel Sebastião, Dejan Gjorgjevik: Regression Trees from Data Streams with Drift Detection. Discovery Science 2009: 121-135 | |
| 81 | João Gama, Petr Kosina: Tracking Recurring Concepts with Meta-learners. EPIA 2009: 423-434 | |
| 80 | Raquel Sebastião, Pedro Pereira Rodrigues, João Gama: Change Detection in Climate Data over the Iberian Peninsula. ICDM Workshops 2009: 248-253 | |
| 79 | João Gama, Raquel Sebastião, Pedro Pereira Rodrigues: Issues in evaluation of stream learning algorithms. KDD 2009: 329-338 | |
| 78 | João Gama, Pedro Pereira Rodrigues, Raquel Sebastião: Evaluating algorithms that learn from data streams. SAC 2009: 1496-1500 | |
| 77 | João Gama, Pedro Pereira Rodrigues: Learning from Data Streams. Encyclopedia of Data Warehousing and Mining 2009: 1137-1141 | |
| 76 | João Gama, Pedro Pereira Rodrigues: Data Streams. Encyclopedia of Data Warehousing and Mining 2009: 561-565 | |
| 75 | João Gama, Pedro Pereira Rodrigues: An Overview on Mining Data Streams. Foundations of Computational Intelligence (6) 2009: 29-45 | |
| 74 | Gladys Castillo, João Gama: Adaptive Bayesian network classifiers. Intell. Data Anal. 13(1): 39-59 (2009) | |
| 73 | João Gama, Auroop R. Ganguly, Olufemi A. Omitaomu, Ranga Raju Vatsavai, Mohamed Medhat Gaber: Knowledge discovery from data streams. Intell. Data Anal. 13(3): 403-404 (2009) | |
| 72 | Eduardo J. Spinosa, André Carlos Ponce de Leon Ferreira de Carvalho, João Gama: Novelty detection with application to data streams. Intell. Data Anal. 13(3): 405-422 (2009) | |
| 71 | Pedro Pereira Rodrigues, João Gama: A system for analysis and prediction of electricity-load streams. Intell. Data Anal. 13(3): 477-496 (2009) | |
| 70 | Olufemi A. Omitaomu, Ranga Raju Vatsavai, Auroop R. Ganguly, Nitesh V. Chawla, Joao Gama, Mohamed Medhat Gaber: Knowledge discovery from sensor data (SensorKDD). SIGKDD Explorations 11(2): 84-87 (2009) | |
| 2008 | ||
| 69 | Elena Ikonomovska, Joao Gama: Learning Model Trees from Data Streams. Discovery Science 2008: 52-63 | |
| 68 | Pedro Pereira Rodrigues, João Gama: Robust Division in Clustering of Streaming Time Series. ECAI 2008: 172-176 | |
| 67 | Pedro Pereira Rodrigues, João Gama, Luís M. B. Lopes: Clustering Distributed Sensor Data Streams. ECML/PKDD (2) 2008: 282-297 | |
| 66 | Pedro Pereira Rodrigues, João Gama, Zoran Bosnic: Online Reliability Estimates for Individual Predictions in Data Streams. ICDM Workshops 2008: 36-45 | |
| 65 | Carlos Abreu Ferreira, João Gama, Vítor Santos Costa: RUSE-WARMR: Rule Selection for Classifier Induction in Multi-relational Data-Sets. ICTAI (1) 2008: 379-386 | |
| 64 | Pedro Pereira Rodrigues, João Gama: A Simple Dense Pixel Visualization for Mobile Sensor Data Mining. KDD Workshop on Knowledge Discovery from Sensor Data 2008: 175-189 | |
| 63 | Raquel Sebastião, João Gama, Pedro Pereira Rodrigues, João Bernardes: Monitoring Incremental Histogram Distribution for Change Detection in Data Streams. KDD Workshop on Knowledge Discovery from Sensor Data 2008: 25-42 | |
| 62 | João Gama, André Carlos Ponce Leon Ferreira de Carvalho, Jesús S. Aguilar-Ruiz: Special track on Data Streams: editorial message. SAC 2008: 955 | |
| 61 | Eduardo J. Spinosa, André Carlos Ponce Leon Ferreira de Carvalho, João Gama: Cluster-based novel concept detection in data streams applied to intrusion detection in computer networks. SAC 2008: 976-980 | |
| 60 | Raquel Sebastião, João Gama, Teresa Mendonça: Learning from Data Streams: Synopsis and Change Detection. STAIRS 2008: 163-174 | |
| 59 | Ana Carolina Lorena, André Carlos Ponce Leon Ferreira de Carvalho, João Gama: A review on the combination of binary classifiers in multiclass problems. Artif. Intell. Rev. 30(1-4): 19-37 (2008) | |
| 58 | Pedro Pereira Rodrigues, João Gama, João Pedro Pedroso: Hierarchical Clustering of Time-Series Data Streams. IEEE Trans. Knowl. Data Eng. 20(5): 615-627 (2008) | |
| 57 | João Gama, Jesús S. Aguilar-Ruiz, Ralf Klinkenberg: Knowledge discovery from data streams. Intell. Data Anal. 12(3): 251-252 (2008) | |
| 56 | José del Campo-Ávila, Gonzalo Ramos-Jiménez, João Gama, Rafael Morales Bueno: Improving the performance of an incremental algorithm driven by error margins. Intell. Data Anal. 12(3): 305-318 (2008) | |
| 55 | Edgar Pimenta, João Gama, André Carlos Ponce Leon Ferreira de Carvalho: The Dimension of Ecocs for Multiclass Classification Problems. International Journal on Artificial Intelligence Tools 17(3): 433-447 (2008) | |
| 54 | Ranga Raju Vatsavai, Olufemi A. Omitaomu, Joao Gama, Nitesh V. Chawla, Mohamed Medhat Gaber, Auroop R. Ganguly: Knowledge discovery from sensor data (SensorKDD). SIGKDD Explorations 10(2): 68-73 (2008) | |
| 2007 | ||
| 53 | Raquel Sebastião, João Gama: Change Detection in Learning Histograms from Data Streams. EPIA Workshops 2007: 112-123 | |
| 52 | Pedro Pereira Rodrigues, João Gama: Semi-fuzzy Splitting in Online Divisive-Agglomerative Clustering. EPIA Workshops 2007: 133-144 | |
| 51 | Edgar Pimenta, João Gama, André Carlos Ponce Leon Ferreira de Carvalho: Pursuing the Best ECOC Dimension for Multiclass Problems. FLAIRS Conference 2007: 622-627 | |
| 50 | João Gama, Pedro Pereira Rodrigues: Stream-Based Electricity Load Forecast. PKDD 2007: 446-453 | |
| 49 | Eduardo J. Spinosa, André Carlos Ponce de Leon Ferreira de Carvalho, João Gama: OLINDDA: a cluster-based approach for detecting novelty and concept drift in data streams. SAC 2007: 448-452 | |
| 48 | Carlos Pinto, Joao Gama: Incremental discretization, application to data with concept drift. SAC 2007: 467-468 | |
| 2006 | ||
| 47 | João Gama, Gladys Castillo: Learning with Local Drift Detection. ADMA 2006: 42-55 | |
| 46 | Milton Severo, João Gama: Change Detection with Kalman Filter and CUSUM. Discovery Science 2006: 243-254 | |
| 45 | Gladys Castillo, João Gama: An Adaptive Prequential Learning Framework for Bayesian Network Classifiers. PKDD 2006: 67-78 | |
| 44 | João Gama, Carlos Pinto: Discretization from data streams: applications to histograms and data mining. SAC 2006: 662-667 | |
| 43 | Pedro Pereira Rodrigues, João Gama, João Pedro Pedroso: ODAC: Hierarchical Clustering of Time Series Data Streams. SDM 2006 | |
| 42 | João Gama, Ricardo Fernandes, Ricardo Rocha: Decision trees for mining data streams. Intell. Data Anal. 10(1): 23-45 (2006) | |
| 41 | João Gama, Pedro Pereira Rodrigues, Jesús S. Aguilar-Ruiz: An Overview on Learning from Data Streams. New Generation Comput. 25(1): 1-4 (2006) | |
| 2005 | ||
| 40 | João Gama, Rui Camacho, Pavel Brazdil, Alípio Jorge, Luís Torgo: Machine Learning: ECML 2005, 16th European Conference on Machine Learning, Porto, Portugal, October 3-7, 2005, Proceedings Springer 2005 | |
| 39 | Alípio Jorge, Luís Torgo, Pavel Brazdil, Rui Camacho, João Gama: Knowledge Discovery in Databases: PKDD 2005, 9th European Conference on Principles and Practice of Knowledge Discovery in Databases, Porto, Portugal, October 3-7, 2005, Proceedings Springer 2005 | |
| 38 | Gladys Castillo, João Gama: Bias Management of Bayesian Network Classifiers. Discovery Science 2005: 70-83 | |
| 37 | João Gama, João Moura Pires, Margarida Cardoso, Nuno Cavalheiro Marques, Luís Cavique: Introduction. EPIA 2005: 287-287 | |
| 36 | João Gama, Pedro Medas, Pedro Pereira Rodrigues: Learning decision trees from dynamic data streams. SAC 2005: 573-577 | |
| 35 | Jesús S. Aguilar-Ruiz, João Gama: Data Streams J.UCS Special Issue. J. UCS 11(8): 1349-1352 (2005) | |
| 34 | João Gama, Pedro Medas: Learning Decision Trees from Dynamic Data Streams. J. UCS 11(8): 1353-1366 (2005) | |
| 2004 | ||
| 33 | João Gama, Pedro Medas: Learning in Dynamic Environments: Decision Trees for Data Streams. PRIS 2004: 149-158 | |
| 32 | João Gama, Pedro Medas, Ricardo Rocha: Forest trees for on-line data. SAC 2004: 632-636 | |
| 31 | João Gama, Pedro Medas, Gladys Castillo, Pedro Pereira Rodrigues: Learning with Drift Detection. SBIA 2004: 286-295 | |
| 30 | Miroslav Kubat, Joao Gama, Paul E. Utgoff: Incremental learning and concept drift: Editor's introduction. Intell. Data Anal. 8(3): 211-212 (2004) | |
| 29 | Alexandros Kalousis, Joao Gama, Melanie Hilario: On Data and Algorithms: Understanding Inductive Performance. Machine Learning 54(3): 275-312 (2004) | |
| 28 | João Gama: Functional Trees. Machine Learning 55(3): 219-250 (2004) | |
| 2003 | ||
| 27 | Gladys Castillo, João Gama, Pedro Medas: Adaptation to Drifting Concepts. EPIA 2003: 279-293 | |
| 26 | João Gama, Ricardo Rocha, Pedro Medas: Accurate decision trees for mining high-speed data streams. KDD 2003: 523-528 | |
| 25 | Gladys Castillo, João Gama, Ana M. Breda: Adaptive Bayes for a Student Modeling Prediction Task Based on Learning Styles. User Modeling 2003: 328-332 | |
| 24 | Joao Gama: Iterative Bayes. Theor. Comput. Sci. 292(2): 417-430 (2003) | |
| 2002 | ||
| 23 | João Gama, Gladys Castillo: Adaptive Bayes. IBERAMIA 2002: 765-774 | |
| 22 | Joao Gama: An Analysis of Functional Trees. ICML 2002: 155-162 | |
| 2001 | ||
| 21 | Joao Gama: Functional Trees. Discovery Science 2001: 59-73 | |
| 20 | Nuno Amado, Joao Gama, Fernando M. A. Silva: Parallel Implementation of Decision Tree Learning Algorithms. EPIA 2001: 6-13 | |
| 19 | Joao Gama: Functional Trees for Classification. ICDM 2001: 147-154 | |
| 18 | Joao Gama: Functional Trees for Regression. IDA 2001: 156-166 | |
| 2000 | ||
| 17 | Joao Gama: A Linear-Bayes Classifier. IBERAMIA-SBIA 2000: 269-279 | |
| 16 | Joao Gama: Thesis: Inductive learning classification algorithms. AI Commun. 13(2): 135-136 (2000) | |
| 15 | Joao Gama: Iterative Bayes. Intell. Data Anal. 4(6): 475-488 (2000) | |
| 14 | Joao Gama, Pavel Brazdil: Cascade Generalization. Machine Learning 41(3): 315-343 (2000) | |
| 1999 | ||
| 13 | Joao Gama: Iterative Naive Bayes. Discovery Science 1999: 80-91 | |
| 12 | Joao Gama: Discriminant Trees. ICML 1999: 134-142 | |
| 11 | Joao Gama, Pavel Brazdil: Linear tree. Intell. Data Anal. 3(1): 1-22 (1999) | |
| 1998 | ||
| 10 | Joao Gama: Combining Classifiers by Constructive Induction. ECML 1998: 178-189 | |
| 9 | João Gama, Luís Torgo, Carlos Soares: Dynamic Discretization of Continuous Attributes. IBERAMIA 1998: 160-169 | |
| 8 | Joao Gama: Local Cascade Generalization. ICML 1998: 206-214 | |
| 1997 | ||
| 7 | Luís Torgo, João Gama: Search-Based Class Discretization. ECML 1997: 266-273 | |
| 6 | Joao Gama: Probabilistic Linear Tree. ICML 1997: 134-142 | |
| 5 | Joao Gama: Oblique Linear Tree. IDA 1997: 187-198 | |
| 4 | Luís Torgo, João Gama: Regression Using Classification Algorithms. Intell. Data Anal. 1(1-4): 275-292 (1997) | |
| 1996 | ||
| 3 | Luís Torgo, João Gama: Regression by Classification. SBIA 1996: 51-60 | |
| 1995 | ||
| 2 | João Gama, Pavel Brazdil: Characterization of Classification Algorithms. EPIA 1995: 189-200 | |
| 1994 | ||
| 1 | Pavel Brazdil, Joao Gama, Bob Henery: Characterizing the Applicability of Classification Algorithms Using Meta-Level Learning. ECML 1994: 83-102 | |
Colors in the list of coauthors
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