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In this approach, we have no information about the class label of data or how many classes there are.
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The next step after data collection is the labeling of data to produce the ground truth.
Both LDA and MPCA use class labels of data samples to calculate subspaces onto which these samples are projected.
On the other hand, due to the restricted access and manual labeling of data, it is difficult to get data unique for different scenarios.
However, most existing methods are designed for mining outliers from a single dataset without considering the class labels of data objects.
This research proposes an innovative framework that can be used as a preliminary data analysis tool when labels of data instances are not available during the early stage of the process.
Blocking, grouping and labelling of data was followed by secondary analysis to identify emerging themes.
Figure 2 shows the required labeling of data for the different approaches.
Open coding refers to labeling of data, sentence-by-sentence or paragraph-by-paragraph.
After reading and re-reading transcripts to achieve data immersion, data will be coded following a process of initial review, with labeling of data by content, process, or impressions of the investigator.
Our goal is to transform the feature space by re-weighting σ so that the Euclidean distance in the transformed space correlates with the difference of the labels of data points.
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