From a different, analysis-driven point of view, PCA-based optimal basis functions have been recently used to describe with increased accuracy the response of astronomical instruments [17 20] in a more compact and numerically-stable way than other recent techniques.
In this novel approach, bi-dimensional temporal clustering analysis, a data-driven technique, was used to identify brain regions with similar temporal profiles.
Two-factor analysis techniques exist: explanatory factor analysis (EFA), which is a data-driven technique, and confirmatory factor analysis (CFA), which is hypothesis driven.
These findings have since been extended to other higher cortical systems comprising putative language, attention and memory-related regions [6], [13] [17] and have been recently identified in studies using independent component analysis (ICA); a data-driven technique that has shown value in isolating these networks from common artifacts in the fMRI time-series [18] [22].
In contrast to seed-based RSFC, independent components analysis is a data-driven technique that could have been applied to the present data to identify resting state networks, which could have been scrutinized in between-condition analyses, either looking at between-network RSFC between conditions or differences in RSFC within the independent components analysis defined networks.
In this study, however, it was chosen to work with a data-driven technique, called Independent Component Analysis.
Using data-driven techniques, such as principal components analysis (PCA), several epidemiological studies have evaluated associations between dietary patterns and type 2 diabetes (10, 11, 13– 13).
An alternative approach is data-driven techniques that are based entirely on analysis and extrapolation of observations.
Is it even ethical to use data-driven techniques to persuade and influence people this way?
It's not just drug discovery where new AI-driven techniques are being deployed, either.
He is conducting cross-disciplinary research in applying data-driven techniques to Internet of Things (IoT).
