HolE

PDB 2ido EBI

```

HolE

HolE is a concept in the field of machine learning and artificial intelligence. It stands for Holographic Embeddings of Knowledge Graphs. This technique was proposed as a way to represent entities and relationships in a knowledge graph in a continuous vector space.

Overview

In the context of knowledge graphs, HolE aims to capture the interactions between entities and relationships in a more efficient and expressive manner. By representing entities and relationships as vectors in a continuous space, HolE enables the modeling of complex patterns and dependencies within the knowledge graph.

Methodology

The key idea behind HolE is to use the circular correlation operation to compute the similarity between entities and relationships in the knowledge graph. This operation allows for capturing rotational patterns and interactions, making HolE particularly effective for tasks such as link prediction and knowledge graph completion.

Applications

HolE has been applied in various tasks within the realm of knowledge graph embedding, including entity alignment, relation prediction, and knowledge graph completion. Its ability to capture complex interactions between entities and relationships has made it a popular choice for researchers working on knowledge graph representation learning.

Related Techniques

Other techniques in the field of knowledge graph embedding include TransE, DistMult, and ComplEx. Each of these methods offers a unique approach to representing entities and relationships in a knowledge graph, with specific strengths and limitations.

References

‎

---

Translate: - East Asian 中文, 日本, 한국어, South Asian हिन्दी, தமிழ், తెలుగు, Urdu, ಕನ್ನಡ, Southeast Asian Indonesian, Vietnamese, Thai, မြန်မာဘာသာ, বাংলা
European español, Deutsch, français, Greek, português do Brasil, polski, română, русский, Nederlands, norsk, svenska, suomi, Italian
Middle Eastern & African عربى, Turkish, Persian, Hebrew, Afrikaans, isiZulu, Kiswahili,
Other Bulgarian, Hungarian, Czech, Swedish, മലയാളം, मराठी, ਪੰਜਾਬੀ, ગુજરાતી, Portuguese, Ukrainian

```

Templates:

-

-

‎

---

Translate: - East Asian 中文, 日本, 한국어, South Asian हिन्दी, தமிழ், తెలుగు, Urdu, ಕನ್ನಡ, Southeast Asian Indonesian, Vietnamese, Thai, မြန်မာဘာသာ, বাংলা
European español, Deutsch, français, Greek, português do Brasil, polski, română, русский, Nederlands, norsk, svenska, suomi, Italian
Middle Eastern & African عربى, Turkish, Persian, Hebrew, Afrikaans, isiZulu, Kiswahili,
Other Bulgarian, Hungarian, Czech, Swedish, മലയാളം, मराठी, ਪੰਜਾਬੀ, ગુજરાતી, Portuguese, Ukrainian