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A Modal Symbolic Classifier for selecting time series models (2004)  (Make Corrections)  (1 citation)
Ricardo B.C. Prudencio, Teresa B. Ludermir, Francisco de A.T. de Carvalho



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Abstract: The selection of a good model for forecasting a time series is a task that involves experience and knowledge. Employing machine learning algorithms is a promising approach to acquiring knowledge in regards to this task. A supervised classification method originating from thesymb(#q data analysis field is proposed for the model selection probcti This method was applied in the task of selectingblecti two widespread models, and compared to other learning algorithms. To date, it hasobvqHzz the... (Update)

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BibTeX entry:   (Update)

Prudencio, R., Ludermir, T.B., DeCarvalho, F.: A modal symbolic classifier for selecting time series models. Pattern Recogn. Letters, 25(8) (2004) 911--921. http://citeseer.ist.psu.edu/prudencio04modal.html   More

@misc{ prudencio04modal,
  author = "R. Prudencio and T. Ludermir and F. DeCarvalho",
  title = "A modal symbolic classifier for selecting time series models",
  text = "Prudencio, R., Ludermir, T.B., DeCarvalho, F.: A modal symbolic classifier
    for selecting time series models. Pattern Recogn. Letters, 25(8) (2004)
    911--921.",
  year = "2004",
  url = "citeseer.ist.psu.edu/prudencio04modal.html" }
Citations (may not include all citations):
2177   Programs for Machine Learning (context) - Quinlan - 1993
371   Time Series Analysis: Forecasting and Control (context) - Box, Jenkins - 1970
262   Data Mining: Practical Machine Learning Tools and Techniques.. (context) - Witten, Frank - 2000
23   Time-delay neural network architecture for speech recognitio.. (context) - Lang, Hinton - 1997
9   Multi-interval discretization of continuous attribous as pre.. (context) - Fayyad, Irani - 1993
9   Forecasting and Time Series Analysis (context) - Montgomery, Johnson et al. - 1990
4   An intelligent model selection and forecasting system (context) - Venkatachalan, Sohl - 1999
4   Selecting appropriate forecasting models using rule inductio.. (context) - Arinze - 1994
4   Forecasting and Prediction (context) - Brown - 1963
3   Neural network system for forecasting method selection (context) - Chu, Widjaja - 1994
3   Neural networks for time series processing (context) - ner - 1996
2   Model selection in univariate time series forecasting using .. (context) - Shah - 1997
1   ased forecasting: Development and validation of an expert sy.. (context) - Collopy, Armstrong - 1992
1   The use of protocols to select exponential smoothing procedu.. (context) - Tashman, Kruk - 1996
1   Wrappers for featuresubur selection (context) - Kohavi, John - 1997
1   Information filtering blte on modalsymbqE# obbqE# In: Schade.. (context) - De Carvalho, Bezerra - 2003
1   Expert Systems and Applied Artificial Intelligence (context) - Turb- - 1992
1   Speeding up recommender systems with metaprototypes (context) - Bezerra, De Carvalho et al. - 2002
1   SymbvVV classifierbass on modalsymbvq- descriptions (context) - De Carvalho, Cananea et al. - 2001
1   Analysis ofSymbH-# Data (context) - Bock, Diday - 2000
1   An evaluation of rules for selecting an extrapolation model .. (context) - Schnaars - 1986
1   Evaluation of aggregate and individual forecast method selec.. (context) - Fildes - 1989
1   Selection of models for time series prediction via meta-lear.. (context) - encio, Ludermir - 2002
1   Selecting and ranking time series models using the NOEMON ap.. (context) - encio, Ludermir - 2003
1   Time Series DataLibv (context) - Hyndman, Akram - 2003

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