research

Human in the Loop Enrichment of Product Graphs with Probabilistic Soft Logic

January 1, 2020
RelationalAI

Product graphs have emerged as a powerful tool for online retailers to enhance
product semantic search, catalog navigation, and recommendations. Our work
complements existing efforts on product graph creation, by enabling field
experts to directly control the graph completion process.

Authors: Marouene Sfar Gandoura, Zografoula Vagena, Nikolaos Vasiloglou. 2020.

In KDD 2020 Workshop on Knowledge Graphs and E-commerce (KGE, KDD ‘20).

Product graphs have emerged as a powerful tool for online retailers to enhance
product semantic search, catalog navigation, and recommendations. Their
versatility stems from the fact that they can uniformly store and represent
different relationships between products, their attributes, concepts or
abstractions etc, in an actionable form. Such information may come from many,
heterogeneous, disparate, and mostly unstructured data sources, rendering the
product graph creation task a major undertaking. Our work complements existing
efforts on product graph creation, by enabling field experts to directly control
the graph completion process.

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Human in the Loop Enrichment of Product Graphs with Probabilistic Soft Logic