There is a newer version of this record available.

Software Open Access

ivis: dimensionality reduction in very large datasets using Siamese Networks

Ignat Drozdov; Benjamin Szubert


DataCite XML Export

<?xml version='1.0' encoding='utf-8'?>
<resource xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://datacite.org/schema/kernel-4" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.1/metadata.xsd">
  <identifier identifierType="DOI">10.5281/zenodo.3522018</identifier>
  <creators>
    <creator>
      <creatorName>Ignat Drozdov</creatorName>
      <affiliation>Bering Limited</affiliation>
    </creator>
    <creator>
      <creatorName>Benjamin Szubert</creatorName>
      <affiliation>Bering Limited</affiliation>
    </creator>
  </creators>
  <titles>
    <title>ivis: dimensionality reduction in very large datasets using Siamese Networks</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2019</publicationYear>
  <dates>
    <date dateType="Issued">2019-10-29</date>
  </dates>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/3522018</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsSupplementTo">https://github.com/beringresearch/ivis/tree/1.6.0</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.2907841</relatedIdentifier>
  </relatedIdentifiers>
  <version>1.6.0</version>
  <rightsList>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;Major features:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Support for semi-supervised dimensionality reduction&lt;/li&gt;
	&lt;li&gt;Switch from using fit_generator to fit for training the Keras model&lt;/li&gt;
	&lt;li&gt;Address eager execution issues with TF 2.0&lt;/li&gt;
	&lt;li&gt;User-configurable on-disk-building of Annoy index.&lt;/li&gt;
	&lt;li&gt;Tidy handling of interrupted multi-thread processes&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Minor features:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Tests for semi-supervised DR&lt;/li&gt;
	&lt;li&gt;Improved input validation&lt;/li&gt;
	&lt;li&gt;Better hyper parameter validation&lt;/li&gt;
	&lt;li&gt;
	&lt;p&gt;Slight changes to default hyperparameters&lt;/p&gt;
	&lt;/li&gt;
	&lt;li&gt;
	&lt;p&gt;Bug fixes&lt;/p&gt;
	&lt;/li&gt;
&lt;/ul&gt;</description>
  </descriptions>
</resource>
291
109
views
downloads
All versions This version
Views 29144
Downloads 1093
Data volume 564.3 MB36.6 MB
Unique views 24043
Unique downloads 223

Share

Cite as