Lectures related to Entity Disambiguation

Entity Disambiguation and Link Prediction

Explores entity disambiguation, linking text to knowledge bases, and link prediction in knowledge graphs with examples from Wikipedia.

Text Understanding

Explores Text Understanding, focusing on Named Entities, Information Extraction, and Machine Reading methods.

Urban Digital History: Lausanne Time Machine

Emphasizes the importance of incompatibilities to prevent conflicts of interest and maintain democracy, advocating for a constitutional law on the matter.

Coreference Resolution

Delves into coreference resolution, discussing challenges, advancements, and evaluation methods.

Impresso: Newspaper Archives Exploration

Explores historical newspaper archives through OCR quality, named entities, topic modeling, and text reuse analysis.

Vector Space Semantics (and Information Retrieval)

Explores the Vector Space model, Bag of Words, tf-idf, cosine similarity, Okapi BM25, and Precision and Recall in Information Retrieval.

Named Entities Analysis

Covers various projects related to bots developed by students at EPFL.

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Digital Urban History: Lausanne Time Machine

Explores the complexities of digitizing historical urban records and emphasizes the importance of linking information for comprehensive analysis.

Handling Text: Document Retrieval, Classification, Sentiment Analysis

Explores document retrieval, classification, sentiment analysis, TF-IDF matrices, nearest-neighbor methods, matrix factorization, regularization, LDA, contextualized word vectors, and BERT.

Information Extraction & Knowledge Inference Log in to Mediaspace to watch this video

Explores information extraction, knowledge inference, taxonomy induction, and entity disambiguation.

Semantic Web & Information Extraction Log in to Mediaspace to watch this video

Explores Semantic Web, ontologies, information extraction, key phrases, named entities, and knowledge bases.

Knowledge Inference: Entity Disambiguation and Graph Embeddings Log in to Mediaspace to watch this video

Explores entity disambiguation, graph embeddings, scoring functions, and learning methods.

Named Entity Recognition: Applications and Techniques Log in to Mediaspace to watch this video

Explores Named Entity Recognition, its uses, techniques, and applications in information extraction.

Matrix Factorization: Linking Text to Knowledge Bases Log in to Mediaspace to watch this video

Explores distant supervision for linking text to knowledge bases using entity extraction and classifiers.

Entity Disambiguation Log in to Mediaspace to watch this video

Explores Entity Disambiguation, linking text mentions to a knowledge base, coherence in entity graphs, and Personalized PageRank.

Natural Language Processing: A Primer Log in to Mediaspace to watch this video

Introduces Natural Language Processing (NLP) and its applications, covering tokenization, machine learning, sentiment analysis, and Swiss NLP applications.

Robert Boyle's Literary Technology Log in to Mediaspace to watch this video

Explores Robert Boyle's literary technology and its impact on knowledge production and communication.

Knowledge Modeling: Introduction Log in to Mediaspace to watch this video

Explores manual creation of knowledge bases and challenges in knowledge extraction from text.

Link-based Ranking: Fundamentals and Algorithms Log in to Mediaspace to watch this video

Covers the fundamentals and algorithms of link-based ranking, including anchor text indexing, PageRank, HITS, and practical implementations.