The DOI matches its Crossref record; 25 of the 25 references it cites were found in a registry or an index.
Convergence properties of Kohonen's topology conserving maps: fluctuations, stability, and dimension selection
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Self-organized formation of topologically correct feature maps
Kohonen, T. (1982) · Biological Cybernetics · doi:10.1007/bf00337288 · Cited by 9,529
Self-Organization and Associative Memory
Kohonen, T. (1989) · Springer Series in Information Sciences · doi:10.1007/978-3-642-88163-3 · Cited by 8,740
Stochastic Processes in Physics and Chemistry
(2007) · Elsevier eBooks · doi:10.1016/b978-0-444-52965-7.x5000-4 · Cited by 8,692
Handbook of Stochastic Methods
Gardiner, C. W. (1983) · Springer Series in Synergetics · doi:10.1007/978-3-662-02377-8 · Cited by 5,961
Fernández, T. A. (2006) · conference · Cited by 5,351
Handbook of Stochastic Methods
Gardiner, C. W. (2004) · Springer Series in Synergetics · doi:10.1007/978-3-662-05389-8 · Cited by 3,344
Self-organized formation of topographically correct feature maps
Kohonen, T. (1982) · Biological Cybernetics · Cited by 2,995
Stochastic Processes in Physics and Chemistry
Cercignani, C. (2005) · Encyclopedia of Condensed Matter Physics · doi:10.1016/b0-12-369401-9/00623-9 · Cited by 2,139
Grossberg, S. (1976) · Biological Cybernetics · doi:10.1007/bf00344744 · Cited by 1,909
Stochastic Approximation Methods for Constrained and Unconstrained Systems
Kushner, H. J., & Clark, D. S. (1978) · Applied Mathematical Sciences · doi:10.1007/978-1-4684-9352-8 · Cited by 1,459
Cited by
Kohonen, T. (1990) · Proceedings of the IEEE · doi:10.1109/5.58325 · Cited by 8,414
'Neural-gas' network for vector quantization and its application to time-series prediction
Martinetz, T. M., Berkovich, S. G., & Schulten, K. J. (1993) · IEEE Transactions on Neural Networks · doi:10.1109/72.238311 · Cited by 1,431
Self-citationRitter, H., & Kohonen, T. (1989) · Biological Cybernetics · doi:10.1007/bf00203171 · Cited by 621
Self-citationQuantifying the neighborhood preservation of self-organizing feature maps
Bauer, H.-U., & Pawelzik, K. R. (1992) · IEEE Transactions on Neural Networks · doi:10.1109/72.143371 · Cited by 339
Metadata
- Authors
- Ritter, H., & Schulten, K.
- Venue
- Biological Cybernetics
- Published
- 1988-11
- Volume
- 60
- Issue
- 1
- Pages
- 59-71
- ISSN
- 0340-1200 (ISSN-L)
- 1432-0770
- OpenAlex
- W2018033898
- Cited by
- 318
- References
- 25
- FWCI
- 7.45
- Type
- journal article
- Language
- en
- Open access
- closed
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: Convergence properties of Kohonen's topology conserving maps: fluctuations, stability, and dimension selection. https://app.cochat.ai/papers/10.1007/bf00205972
- The paper
- Ritter, H., & Schulten, K. (1988). Convergence properties of Kohonen's topology conserving maps: fluctuations, stability, and dimension selection. Biological Cybernetics. https://doi.org/10.1007/bf00205972
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.
