Concept
Entity linking
Related lectures (50)
Projects Presentation & Logistics
Covers the presentation of 4 projects in the course and related logistics.
Link-based Ranking: Fundamentals and Algorithms
Covers the fundamentals and algorithms of link-based ranking, including anchor text indexing, PageRank, HITS, and practical implementations.
Link-based ranking: PageRank & HITS
Explores link-based ranking through PageRank and HITS algorithms, covering practical examples and challenges in web search and ranking methods.
Information Extraction: Methods and Applications
Explores methods for information extraction, including traditional and embedding-based approaches, supervised learning, distant supervision, and taxonomy induction.
Impresso: Newspaper Archives Exploration
Explores historical newspaper archives through OCR quality, named entities, topic modeling, and text reuse analysis.
Entity Disambiguation and Link Prediction
Explores entity disambiguation, linking text to knowledge bases, and link prediction in knowledge graphs with examples from Wikipedia.
Entity & Information Extraction
Explores knowledge extraction from text, covering key concepts like keyphrase extraction and named entity recognition.
Word Embeddings: Glove and Semantic Relationships
Explores word embeddings, Glove model, semantic relationships, subword embeddings, and syntactic relationships.
Entity Disambiguation
Explores Entity Disambiguation, linking text mentions to a knowledge base, coherence in entity graphs, and Personalized PageRank.
Word Embeddings: Modeling Word Context and Similarity
Covers word embeddings, modeling word context and similarity in a low-dimensional space.