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Suggesting metadata Alfresco hack-a-ton@Brussels Jonas Heylen Willem Van den Eynde
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Suggesting metadata in Alfresco

May 12, 2015

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Applying machine learning to suggest meta-data in Alfresco
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Page 1: Suggesting metadata in Alfresco

Suggesting metadataAlfresco hack-a-ton@Brussels

Jonas HeylenWillem Van den Eynde

Page 2: Suggesting metadata in Alfresco

Problem ● force users to fill in metadata

Page 3: Suggesting metadata in Alfresco

Existing solution

● rules that set default metadata● custom behaviors to inherit metadata

● drawbackso maintenanceo time-consuming

Page 4: Suggesting metadata in Alfresco

Suggesting metadata

Page 5: Suggesting metadata in Alfresco

Suggesting metadata

● based on location, role, …

Page 6: Suggesting metadata in Alfresco

Implementation

● train on existing data with machine-learning algorithms

Page 7: Suggesting metadata in Alfresco

Implementation (prototype)

model.predict(path)

predictions with probabilities

Page 8: Suggesting metadata in Alfresco

Demo