While there are many text mining and clustering methods, we chose topic modelling (TM, [17, 18]) because this method captures two aspects that are important for this dataset: words may have multiple meanings or interpretations and documents may contain one or more topics.
The cost function should capture two aspects.
The E and P measures capture two aspects of TFBS significance, the recognition that genes regulated by a specific transcription factor tend to have several recognition sites for that particular factor and that genes regulated by a specific transcription factor are expected to have at least one binding site each for that factor.
Common mathematical formalisms for representing such models capture two aspects simultaneously within a single parameter: (1) Whether or not a gene is regulated, and if so, the type of regulator (activator or repressor), and (2) the strength of influence of the regulator (if any) on the target or effector gene.
The learning algorithm captures two essential aspects of the map formation, namely competition and cooperation between neurons of the output lattice.
To test the extent to which this is true, we propose a Political News Sharing (PoNS) model that holistically captures four key aspects of social psychology: gratification, selective exposure, socialization, and trust & intimacy.
The ACS concept of disability captures these six aspects of disability to define an overall measure or specific disability types [ 18, 19, 36].
Financial development is captured through two aspects of the financial system of Cameroon; financial depth and financial efficiency.
In addition, the present model captures two new relevant aspects of the process: (i) the fault region is a fractured media, and (ii) a Danckwert's discharge condition is established at production well.
In this study, all three aspects were captured and quantified by applying a spatial autocorrelation modeling approach.
