Temporal & Dynamic Embeddings

Word Embeddings

• Dynamic Word Embeddings
• Dynamic Word Embeddings for Evolving Semantic Discovery
• Dynamic Embeddings for Language Evolution
• Diachronic Word Embeddings Reveal Statistical Laws of Semantic Change
• Learning Word Relatedness over Time
• Temporal Word Analogies: Identifying Lexical Replacement with Diachronic Word Embeddings
• Tracking the Evolution of Words with Time-reflective Text Representations

Medical Concept & Patient Embeddings

• Learning the Joint Representation of Heterogeneous Temporal Events for Clinical Endpoint Prediction
• Medical Concept Embedding with Time-Aware Attention
• Predictive Effects of Novelty Measured by Temporal Embeddings on the Growth of Scientific Literature

Computer Vision

• Learning Temporal Embeddings for Complex Video Analysis

Graphs

• Representation Learning over Dynamic Graphs
• Embedding Temporal Network via Neighborhood Formation

Topic Models

• Deep Temporal-Recurrent-Replicated-Softmax for Topical Trends over Time

Surveys

• Diachronic word embeddings and semantic shifts: a survey
• A state-of-the-art of semantic change computation

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Contact : manuyavuz@gmail.com
GitHub : https://github.com/manuyavuz