--- title: [1904.10281] Quaternion Knowledge Graph Embeddings description: This work introduces quaternion embeddings, hypercomplex-valued embeddings with three imaginary components, to model entities and relations for knowledge graph... canonical: https://daily.dev/posts/1904-10281-quaternion-knowledge-graph-embeddings-tfdzllq6z twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: [1904.10281] Quaternion Knowledge Graph Embeddings | daily.dev og:description: This work introduces quaternion embeddings, hypercomplex-valued embeddings with three imaginary components, to model entities and relations for knowledge graph... og:url: https://daily.dev/posts/1904-10281-quaternion-knowledge-graph-embeddings-tfdzllq6z og:image: https://api.daily.dev/og/posts/tFdzllq6z.png og:image:alt: [1904.10281] Quaternion Knowledge Graph Embeddings og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # [1904.10281] Quaternion Knowledge Graph Embeddings **[Hacker News](https://daily.dev/sources/hn)** · 1 min read · 1 upvotes · 0 comments ## Summary This work introduces quaternion embeddings, hypercomplex-valued embeddings with three imaginary components, to model entities and relations for knowledge graph embeddings. Relations are modeled as rotations in the quaternion space. Experimental results show that the proposed method achieves state-of-the-art performance on knowledge graph completion benchmarks. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 1 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments --- Tags: [#embeddings](https://daily.dev/tags/embeddings), [#machine-learning](https://daily.dev/tags/machine-learning) [View this post on daily.dev](https://daily.dev/posts/1904-10281-quaternion-knowledge-graph-embeddings-tfdzllq6z) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"[1904.10281] Quaternion Knowledge Graph Embeddings","url":"https://daily.dev/posts/1904-10281-quaternion-knowledge-graph-embeddings-tfdzllq6z","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/1904-10281-quaternion-knowledge-graph-embeddings-tfdzllq6z"},"datePublished":"2024-04-25T11:14:23.652Z","dateModified":"2024-07-02T02:14:22.738Z","description":"This work introduces quaternion embeddings, hypercomplex-valued embeddings with three imaginary components, to model entities and relations for knowledge graph...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/1fed0de190485cbbb37a86fdf656d71b?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/1fed0de190485cbbb37a86fdf656d71b?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"Hacker News","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Hacker News","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/hn","url":"https://daily.dev/sources/hn"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/1904-10281-quaternion-knowledge-graph-embeddings-tfdzllq6z","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"embeddings,machine-learning","timeRequired":"PT1M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Hacker News","item":"https://daily.dev/sources/hn"},{"@type":"ListItem","position":3,"name":"[1904.10281] Quaternion Knowledge Graph Embeddings"}]} ```