ACL–adaptive correction of learning parameters for backpropagation based algorithms

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearch

Authors

We present an improvement of backpropagation learning (BP) for Sigma-Pi networks with adaptive correction of the learning parameters (ACL). An improvement of convergency is achieved by using the information value, change of the output error and the validity of Funahashi's theorem to analytically determine values for the learning parameters momentum, learning rate and learning motivation in each learning step. Its application to a neural-network based approximation of continuous input-output mappings with high accuracy yields very good results: the number of training periods of ACL BP learning is smaller than the corresponding number of training periods using other BP based learning rules.
Original languageEnglish
Title of host publicationIJCNN '99, International Joint Conference on Neural Networks : Washington, DC, July 10 - 16, 1999, Proceedings
Number of pages4
Place of PublicationPiscataway
PublisherIEEE - Institute of Electrical and Electronics Engineers Inc.
Publication date07.1999
Pages1749-1752
ISBN (print)0-7803-5529-6 , 0-7803-5530-X
DOIs
Publication statusPublished - 07.1999
EventInternational Joint Conference on Neural Networks - 1999 - Washington, DC, United States
Duration: 10.07.199916.07.1999
https://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6674

Recently viewed

Activities

  1. Users’ Handedness and Performance when Controlling Integrated Input Devices - Implications for Automotive HMI
  2. From Music Scenes to Ecosystems? Concepts, Challenges and Current Developments within Scene Perspectives
  3. Scroll
  4. Flexible Lernwege: Studium Individuale
  5. Knowledge Spaces
  6. Curating Diversity in Global Performance Art
  7. DIY as a Mode of Organization
  8. Public Lecture Series "Global Politics" 2014
  9. Knowledge of result versus elaborated feedback: Students‘ perception of feedback on a digital learning platform
  10. AHV Writing Workshop - 2013
  11. Fast or sustainable fashion? - The intersection of values and gender as triggers of consumer motivation
  12. Is the question of democracy a blind spot in the debate about transformation?
  13. Sonic Spaces and Playfulness
  14. What remains to be done to achieve open, global science
  15. Criteria and Strategies of Student Teachers to Deal with Teaching Material from the Internet about Refugees
  16. Context is Half the Work. A Partial History of the Artist Placement Group 2015
  17. Investigating the relationship between teachers' acceptance and use of educational technology and student data
  18. How do students process different feedback? A study in German inclusive mathe-matics education
  19. The effect of professional development on teachers’ PCK, on beliefs and on the quality of teaching
  20. International Convention of Psychological Science 2017
  21. Experts or Generalists? Women Graduates and Entrepreneurial Activity
  22. From Traditional Games to Digital Games: Predigital Precursors of Gamification
  23. Journal of Environmental Management (Fachzeitschrift)
  24. Netzwerk Migrationsrecht (Externe Organisation)
  25. Projektbegutachtung