Complex Networks

WordNet2Vec: Corpora agnostic word vectorization method

The complex nature of big data resources requires new structuring methods, especially for textual content. WordNet is a good knowledge source for the comprehensive abstraction of natural language as it offers good implementation for many languages. …

Learning and inference methods for dynamic complex networks

National Science Centre - Sonata

Spread of influence in multilayer networks

National Science Centre - Sonata

Belief propagation method for word sentiment in wordnet 3.0

The main goal of the paper is to present that word's sentiment can be discovered from propagation through well-defined word networks such as Word-Net. Therefore a new method for propagation of sentiment from a given word seed - Micro-WNOp corpus over …