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To learn better representations and abstractions, one can use some supervised data in training the Deep Learning model.
While availability of supervised data in some Big Data domains can be helpful, the question of defining the criteria for obtaining good data abstractions and representations still remains largely unexplored in Big Data Analytics.
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HIA was involved in training the female research assistants, supervised data collection in the female schools in Riyadh, and contributed to the writing of the manuscript.
AJ conceived and designed the study, collected all data in the norming sample, supervised data collection in the cross-validation sample, supervised data analysis, and contributed to the writing of the paper.
The results obtained using SVM method are trained from the same supervised data used in semi-supervised approach, in green color.
PN and SM each supervised data collection in one study site and helped draft the manuscript.
OK supervised data collection in the 2008 study, performed the statistical analysis and prepared the first draft of the manuscript.
NPH provided input on study design, supervised data collection in West Java Province, assisted with interpretation of results, and reviewed manuscript.
NPH provided input on study design, supervised data collection in West Java Province, assisted with interpretation of results and reviewed the manuscript.
JS designed the 2011 survey, supervised data collection in 2011, conducted the re-analysis on all four surveys and led the writing up of the manuscript.
IPB contributed in the study design, directed and supervised data analysis, contributed in the interpretation of results and critically reviewed the manuscript for important intellectual content.
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