See this document in CiteSeerX!

Stepwise Selection of Artificial Neural Networks Models for Time Series Prediction  (Make Corrections)  
Sven F. Crone



  Home/Search   Context   Related

 
View or download:
svencrone.com/doc...SSI04_sfcrone.pdf
Cached:  PS.gz  PS  PDF   Image  Update  Help

From:  svencrone.com (more)
(Enter author homepages)

Rate this article: (best)
  Comment on this article  
(Enter summary)

Abstract: Various heuristic approaches have been proposed to limit design complexity and computing time in artificial neural network modelling, parameterisation and selection for time series prediction. However, no single approach demonstrates robust superiority on arbitrary datasets, causing additional decision problems and a trial-and-error approach to network modelling. To reflect this, we propose an extensive modelling approach exploiting available computational power to generate a multitude of... (Update)

Active bibliography (related documents):   More   All
0.8:   Training Artificial Neural Networks For Time Series Prediction.. - Crone (2002)   (Correct)
0.6:   On the Selection of Error Measures for Comparisons among.. - Armstrong, Fildes (1995)   (Correct)
0.5:   Utility based Data Mining for Time Series Analysis - - Cost-Sensitive Learning For   (Correct)

Similar documents based on text:   More   All
0.2:   Totally Tight Chvátal-Gomory Cuts - Letchford (2002)   (Correct)
0.1:   Multistars, Partial Multistars and the Capacitated.. - Letchford, Eglese.. (2002)   (Correct)
0.1:   Where Have All the Factory Jobs Gone - and Why? - Crone (1997)   (Correct)

BibTeX entry:   (Update)

@misc{ crone-stepwise,
  author = "Sven F. Crone",
  title = "Stepwise Selection of Artificial Neural Networks Models for Time Series
    Prediction",
  url = "citeseer.ist.psu.edu/726941.html" }
Citations (may not include all citations):
1662   Neural networks for pattern recognition (context) - Bishop - 1995
704   Neural networks : a comprehensive foundation (context) - Haykin - 1999
625   Parallel distributed processing : explorations in the micros.. (context) - Rumelhart, McClelland - 1986
623   Multilayer Feedforward Networks are Universal Approximators (context) - Hornik, Stinchcombe - 1989
371   Time series analysis; forecasting and control (context) - Box - 1970
95   Nonlinear signal processing using neural networks prediction.. (context) - Lapedes, Farber - 1987
40   Predicting Sunspots and Exchange Rates with connectionist Ne.. (context) - Weigend - 1992
26   Simulation Neuronaler Netze (context) - Zell - 2000
23   Neural network time series forecasting of financial markets (context) - Azoff - 1994
16   A model selection approach to real-time macroeconomic foreca.. (context) - Swanson, White - 1997
13   Neural smithing : supervised learning in feedforward artific.. (context) - Reed, Marks - 1999
11   How effective are neural networks at forecasting and predict.. (context) - Adya, Collopy - 1998
7   Forecasting : methods and applications (context) - Makridakis, Wheelwright - 1998
7   Analysis of univariate time series with connectionist nets: .. (context) - de Groot, Wurtz - 1991
6   Neural Networks - Forecasting Breakthrough or Passing Fad (context) - Chatfield - 1993
5   Statistical forecasting for inventory control (context) - Brown - 1959
4   Time series forecasting with neural networks: A case study - Faraway, Chatfield - 1995
3   A tale of forecasting 1001 series : The Bayesian knight stri.. (context) - Zellner - 1986
3   Neural network models for time series forecasts (context) - Hill, O'Connor - 1996
3   Analyse und Prognose von Zeitreihen mit neuronalen Netzen (context) - Thiesing - 1998
3   Forecasting and loss functions (context) - Fildes, Makridakis - 1988
2   Forecasting with artificial neural networks: The state of th.. (context) - Zhang, Patuwo - 1998
2   An investigation of model selection criteria for neural netw.. (context) - Qi, Zhang - 2001
2   Training Artificial Neural Networks using Asymmetric Cost Fu.. (context) - Crone - 2002
2   Neural networks for time-series forecasting (context) - Remus, O'Connor - 2001
1   Knstliche neuronale Netze in Management-Informationssystemen.. (context) - Alex - 1998
1   Feed-forward Neural Networks as Models for Time Series Forec.. (context) - Tang, Fishwick - 1993
1   Designing a neural network for forecasting financial and eco.. - Kaastra, Boyd - 1996
1   Generalising about univariate forecasting methods: further e.. (context) - Fildes, Hibon - 1998
1   Neural networks in business: techniques and applications for.. - Smith, Gupta - 2000
1   Backpropagation in time series forecasting (context) - Lachtermacher, Fuller - 1987
1   Time series forecasting with neural networks: A comparative .. (context) - Faraway, Chatfield - 1998
1   A Neural-Network Short-Term Load Forecaster (context) - Srinivasan, Liew - 1994
1   The M3-Competition: results, conclusions and implications (context) - Makridakis, Hibon - 2000
1   Forecasting competitions: their role in improving forecastin.. (context) - Fildes - 2002
1   Evolutionre Entwicklung knstlicher neuronaler Netze zur Lsun.. (context) - Stahlbock - 2002

Documents on the same site (http://www.sven-crone.com):
Utility based Data Mining for Time Series Analysis - - Cost-Sensitive Learning For   (Correct)

Online articles have much greater impact   More about CiteSeer.IST   Add search form to your site   Submit documents   Feedback  

CiteSeer.IST - Copyright Penn State and NEC