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ZENODO
Software . 2023
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2023
License: CC BY
Data sources: Datacite
ZENODO
Software . 2023
License: CC BY
Data sources: Datacite
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KazuhisaFujita/RemoveBirthUpdating: New release

Authors: Kazuhisa Fujita;

KazuhisaFujita/RemoveBirthUpdating: New release

Abstract

Simple online vector quantization methods for a data stream using remove-birth updating These programs are my proposed simple online vector quantization methods OKRB, SOMRB, and NGRB. These online methods can efficiently quantize data and quickly adapt to data changes through remove-birth (RB) updating. In RB updating, a unit with a low win probability is removed and a new unit is born around a unit with a high win probability. This process efficiently improves the adaptation of reference vectors to changes in data. OKRB (okrb.py): This is based on online k-means. This method is useful for quantizing data. SOMRB (somrb.py): This is based on Kohonen's SOM. This method is useful for projecting data into 2-dimensional space. NGRB (ngrb.py): This is based on neural gas. This method is useful for quantizing data and extracting a network from data.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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