Change in the Embedding Dimension as an Indicator of an Approaching Transition | Zendy

Yair Neuman | Zendy; Norbert Marwan | Zendy; Yohai Cohen | Zendy

AI Assistant Blog Pricing

Home ZAIA Blog

Open Access

Change in the Embedding Dimension as an Indicator of an Approaching Transition

Author(s) -

Yair Neuman,

Norbert Marwan,

Yohai Cohen

Publication year - 2014

Publication title -

plos one

Language(s) - English

Resource type - Journals

SCImago Journal Rank - 0.99

H-Index - 332

ISSN - 1932-6203

DOI - 10.1371/journal.pone.0101014

Subject(s) - embedding , dimension (graph theory) , transition (genetics) , transitive relation , polarity (international relations) , point (geometry) , computer science , series (stratigraphy) , transition point , theoretical computer science , mathematics , artificial intelligence , physics , combinatorics , biology , geometry , genetics , paleontology , cell , mechanics , gene

Predicting a transition point in behavioral data should take into account the complexity of the signal being influenced by contextual factors. In this paper, we propose to analyze changes in the embedding dimension as contextual information indicating a proceeding transitive point, called OPtimal Embedding tRANsition Detection (OPERAND). Three texts were processed and translated to time-series of emotional polarity. It was found that changes in the embedding dimension proceeded transition points in the data. These preliminary results encourage further research into changes in the embedding dimension as generic markers of an approaching transition point.

The content you want is available to Zendy users.

Already have an account? Click here to sign in.

Having issues? You can contact us here

Accelerating Research