entity alignment

DataFunTalk

Jun 17, 2022 · Artificial Intelligence

OPPO Knowledge Graph: Algorithms, Applications, and Future Directions

This article presents OPPO's large‑scale knowledge graph, detailing the algorithmic challenges and solutions for entity classification, alignment, information extraction, and query parsing, and explains how these techniques power the XiaoBu assistant's knowledge‑based QA, search, and recommendation services while outlining future research directions.

AIInformation ExtractionKnowledge Graph

0 likes · 18 min read

OPPO Knowledge Graph: Algorithms, Applications, and Future Directions

DataFunTalk

Dec 29, 2021 · Artificial Intelligence

Entity Alignment in Product Knowledge Graphs: Techniques and Applications

This article presents a comprehensive overview of building and applying product knowledge graphs for e‑commerce, covering background, recent advances in graph neural network‑based entity alignment, online prediction pipelines, data construction, evaluation metrics, attribute extraction, and future research directions.

E-commerceKnowledge GraphLarge Scale

0 likes · 23 min read

Entity Alignment in Product Knowledge Graphs: Techniques and Applications

AntTech

Dec 19, 2017 · Artificial Intelligence

Best Paper Review: Hike – A Hybrid Human‑Machine Method for Entity Alignment in Large‑Scale Knowledge Bases (CIKM 2017)

This article summarizes the award‑winning CIKM 2017 paper “Hike: A Hybrid Human‑Machine Method for Entity Alignment in Large‑Scale Knowledge Bases,” explaining its motivation, the entity‑partition and predicate‑similarity techniques, the construction of partial orders, question‑selection strategies, inference modeling, error‑tolerance mechanisms, and the greedy algorithms that together achieve state‑of‑the‑art alignment performance.

AICIKMHuman-Machine Collaboration

0 likes · 23 min read

Best Paper Review: Hike – A Hybrid Human‑Machine Method for Entity Alignment in Large‑Scale Knowledge Bases (CIKM 2017)