Carlos Soares

Best Publications

• Metalearning: Applications to Data Mining

  Pavel Brazdil;Christophe Giraud-Carrier;Carlos Soares;Ricardo Vilalta

  785
  Citations

• Ensemble approaches for regression: A survey

  João Mendes-Moreira;Carlos Soares;Alípio Mário Jorge;Jorge Freire De Sousa

  725
  Citations

• Ranking Learning Algorithms: Using IBL and Meta-Learning on Accuracy and Time Results

  Pavel B. Brazdil;Carlos Soares;Joaquim Pinto Da Costa

  594
  Citations

• Improved Dataset Characterisation for Meta-learning

  Yonghong Peng;Peter A. Flach;Carlos Soares;Pavel Brazdil

  276
  Citations

• A Comparison of Ranking Methods for Classification Algorithm Selection

  Pavel B. Brazdil;Carlos Soares

  248
  Citations

• Metalearning

  Unknown

  245
  Citations

• A Meta-Learning Method to Select the Kernel Width in Support Vector Regression

  Carlos Soares;Pavel B. Brazdil;Petr Kuba

  235
  Citations

• Combining meta-learning and search techniques to select parameters for support vector machines

  Taciana A. F. Gomes;Ricardo B. C. Prudêncio;Carlos Soares;André L. D. Rossi

  178
  Citations

• Zoomed Ranking: Selection of Classification Algorithms Based on Relevant Performance Information

  Carlos Soares;Pavel Brazdil

  139
  Citations

• A Comparative Study of Classification and Regression Algorithms for Modelling Students' Academic Performance.

  Pedro Strecht;Luís Cruz;Carlos Soares;João Mendes-Moreira

  136
  Citations

• A WEIGHTED RANK MEASURE OF CORRELATION

  Joaquim Pinto da Costa;Carlos Soares

  131
  Citations

• Customer segmentation in a large database of an online customized fashion business

  Pedro Quelhas Brito;Carlos Soares;Sérgio Almeida;Ana Monte

  129
  Citations

• Meta-features for meta-learning

  Unknown

  119
  Citations

• Metalearning and Recommender Systems: A literature review and empirical study on the algorithm selection problem for Collaborative Filtering

  Tiago Sá Cunha;Carlos Manuel Soares;Acplf de Carvalho

  96
  Citations

• MetaStream: A meta-learning based method for periodic algorithm selection in time-changing data

  André Luis Debiaso Rossi;André Carlos Ponce De Leon Ferreira De Carvalho;Carlos Soares;Bruno Feres De Souza

  94
  Citations

• Meta-learning to select the best meta-heuristic for the Traveling Salesman Problem

  Jorge Kanda;Andre de Carvalho;Eduardo Hruschka;Carlos Soares

  81
  Citations

• Arbitrated Ensemble for Time Series Forecasting

  Vítor Manuel Cerqueira;Luís Torgo;F Pinto;Carlos Manuel Soares

  77
  Citations

• Improved dataset characterisation for meta-learning

  Yonghong Peng;Peter A. Flach;Carlos Soares;Pavel Brazdil

  75
  Citations

• Comparing state-of-the-art regression methods for long term travel time prediction

  João Mendes-Moreira;Alípio Mário Jorge;Jorge Freire de Sousa;Carlos Soares

  72
  Citations

• Machine Learning vs Statistical Methods for Time Series Forecasting: Size Matters.

  Vitor Cerqueira;Luis Torgo;Carlos Soares

  70
  Citations