Table 1 Lightweight theory-driven guidance for the BDA process BDA step Critical questions Epistemological challenge Possible lightweight theory-driven guidance Acquisition What data do I need?
Lightweight theory-driven acquisition and preprocessing consists of activities such as data summarization, graphical representation, dimension reduction; and outlier detection.
That is, we propose in association with these BDA process steps a lightweight theory-driven approach in order to safeguard the analytics process from epistemological pitfalls.
Avoiding a theoretical commitment from the outset, a lightweight theory-driven BDA may start by data acquisition followed by the remaining steps.
In result we recommend a "lightweight theory-driven" approach in contrast to a "heavyweight theory-driven" research that is solely based on popular or relevant theories pertaining to the research.
Lightweight theory-driven data and parameter selection for knowledge induction means relying on body-of-knowledge and existing theories in order to go beyond a mere quantitative analytics approach.
And in such cases the acceptability of the prediction and the trust in its results should rather be derived from the transparency and lightweight theory-driven governance of the BDA process.
In the framework of (lightweight) category theory, we develop the mathematics of zooming e ut for higraphs with loose edges, formalise the transition semantics of such higraphs and conduct an analysis of the effect the operation of zooming out has on the semantic interpretations, as required for the soundness of reasoning arguments depending on zoom-out steps.
The fact that user requirements change was the reason why modern theory favoured lightweight and demountable buildings.
Also, having the flexibility of placing the motors and gearboxes, which carry the most of the weight of the mechanism, away from the distal end of tibia would allow for a lightweight prosthesis that in theory can result in more symmetric gait patterns.
The lightweight, feathered creature reinforces the theory that birds evolved from dinosaurs.
