IDEAS home Printed from https://ideas.repec.org/a/apb/jaterr/2017p150-169.html
   My bibliography  Save this article

In search of missing design rules: Using rule induction to extend existing rule bases

Author

Listed:
  • Julian R. Eichhoff

    (University of Stuttgart, Stuttgart, Germany)

  • Felix W. Baumann

    (University of Stuttgart, Stuttgart, Germany)

  • Dieter Roller

    (University of Stuttgart, Stuttgart, Germany)

Abstract

This paper focuses on a machine learning problem that is especially relevant for the automation of graph-based conceptual design. In this field, graph-rewriting systems can be used to facilitate design automation. The present work deals with the automatic induction of production rules for graph-rewriting systems from example design graphs. An approach to this is presented and empirically evaluated in the context of prototypical applications for functional design. The approach suffices the requirement that the learned rules have to fit an existing rule set, but the inspection of existing rule definitions is prohibited. The results suggest that the proposed approach is able to achieve reasonable, but sometimes unexpected learning results.

Suggested Citation

  • Julian R. Eichhoff & Felix W. Baumann & Dieter Roller, 2017. "In search of missing design rules: Using rule induction to extend existing rule bases," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 3(4), pages 150-169.
    • Handle: RePEc:apb:jaterr:2017:p:150-169
    DOI: 10.20474/jater-3.4.4
    as

    Download full text from publisher

    File URL: https://tafpublications.com/platform/Articles/full-jater3.4.4.php
    Download Restriction: no
    File URL: https://tafpublications.com/gip_content/paper/jater-3.4.5.pdf
    Download Restriction: no
    File URL: https://libkey.io/10.20474/jater-3.4.4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Bahrudin & Hilman Syaeful Alam & Triya Haiyunnisa, 2016. "Computational fluid dynamic simulation of pipeline irrigation system based on ansys," International Journal of Technology and Engineering Studies, PROF.IR.DR.Mohid Jailani Mohd Nor, vol. 2(6), pages 189-193.
    2. Ebrahim Behrouzian Nejad & Rezvan Ali poorsabzevari, 2016. "A new method of winner determination for economic resource allocation in cloud computing systems," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 2(1), pages 12-17.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Briliantie Irma & Imam Baihaqi, 2018. "The integration of AHP and QFD for contractors selection," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 4(3), pages 118-129.
    2. Jono M Munandar & Dadang Firmansyah, 2018. "The role of digital marketing in improving SME’s prod- uct competitiveness in The ASEAN Economic Community (AEC) (Case study in Indonesia)," Journal of Administrative and Business Studies, Professor Dr. Usman Raja, vol. 4(4), pages 206-218.
    3. Mary Ann B. Taduyo & Augusto K. Fabella, 2017. "Utilizing Regression Algorithms for ATS Route Forecasts," Journal of ICT, Design, Engineering and Technological Science, Juhriyansyah Dalle, vol. 1(1), pages 13-24.
    4. Andrei Vasilateanu & Razvan Ene, 2018. "Call-Center Virtual Assistant Using Natural Language Processing and Speech Recognition," Journal of ICT, Design, Engineering and Technological Science, Juhriyansyah Dalle, vol. 2(2), pages 40-46.
    5. Jiahui Chen, 2018. "The Application of tree-based ML algorithm in steel plates Ffaults identification," Journal of Applied and Physical Sciences, Prof. Vakhrushev Alexander, vol. 4(2), pages 47-54.
    6. Matza Gusto Andika & Wibawa Purabaya, 2018. "Suppression of Resonance Induced Vibration Because of Wind Load at Bridge Structure by Using Passive Damper," International Journal of Technology and Engineering Studies, PROF.IR.DR.Mohid Jailani Mohd Nor, vol. 4(3), pages 112-119.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:apb:jaterr:2017:p:150-169. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: A/Professor Akbar A. Khatibi (email available below). General contact details of provider: https://tafpublications.com/platform/published_papers/10 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.