Designer networks for time series processing

C Svarer, Lars Kai Hansen, Jan Larsen, Carl Edward Rasmussen

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    Abstract

    The conventional tapped-delay neural net may be analyzed using statistical methods and the results of such analysis can be applied to model optimization. The authors review and extend efforts to demonstrate the power of this strategy within time series processing. They attempt to design compact networks using the so-called optima brain damage (OBD) method. The benefits from compact architectures are three-fold. Their generalization ability is at least comparable,they involve less computational burden, and they are faster to adapt if the environment changes. It is shown that the generalization error of the network may be estimated, without extensive cross-validation, using a modification of Akaike's final prediction error (FPE) estimate (1969)
    Original languageEnglish
    Title of host publicationProceedings of the IEEE-SP Workshop on Neural Networks for Signal Processing
    PublisherIEEE
    Publication date1993
    Pages78-87
    ISBN (Print)07-80-30928-6
    DOIs
    Publication statusPublished - 1993
    Event1993 IEEE-SP Workshop of Neural Networks for Signal Proceesing - Linthicum Heights, MD, United States
    Duration: 6 Sep 19939 Sep 1993
    http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=3312

    Workshop

    Workshop1993 IEEE-SP Workshop of Neural Networks for Signal Proceesing
    CountryUnited States
    CityLinthicum Heights, MD
    Period06/09/199309/09/1993
    Internet address

    Bibliographical note

    Copyright: 1993 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE

    Cite this

    Svarer, C., Hansen, L. K., Larsen, J., & Rasmussen, C. E. (1993). Designer networks for time series processing. In Proceedings of the IEEE-SP Workshop on Neural Networks for Signal Processing (pp. 78-87). IEEE. https://doi.org/10.1109/NNSP.1993.471881