39 citations · 81 across the 7 of their papers we have counts for
3 papers · 1 filter
Semantic Preserving Embeddings for Generalized Graphs
Pedro Almagro-Blanco, Fernando Sancho-Caparrini
A new approach to the study of Generalized Graphs as semantic data structures using machine learning techniques is presented. We show how vector representations maintaining semanti…
Induction of Decision Trees based on Generalized Graph Queries
Pedro Almagro-Blanco, Fernando Sancho-Caparrini
Usually, decision tree induction algorithms are limited to work with non relational data. Given a record, they do not take into account other objects attributes even though they ca…
Generalized Graph Pattern Matching
Pedro Almagro-Blanco, Fernando Sancho-Caparrini
Most of the machine learning algorithms are limited to learn from flat data: a recordset with prefixed structure. When learning from a record, these types of algorithms don't take…