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Table 1
In this study, various variables related to the objective variable were selected and used as learning data to use traces of habitual patterns formed by continuous behavior as quantified measurement tools to detect fake reviews (Lee, 2020). In addition, in order to determine whether or not an advertising review was conducted, a judgment was made through the detection of words repeatedly used in advertising reviews. The research was conducted as follows. After accessing the post using Python to collect data on the Naver blog, web crawling was performed by adding Tesseract-OCR to digitize some data and extract characters in images to store them as data. Data preprocessing was performed through a total of four stages. The program was produced and proceeded to automatically categorize and digitize the extracted values in the data collection process, and missing values, outliers, and duplicate data were removed. Finally, 500 datasets were extracted through downsampling. As a result of the analysis, it was confirmed that the area under the Receiver Operating Characteristic (ROC) of the random forest converges the most at 1, and the Area Under Curve (AUC) value is also 0.913, which makes the most accurate prediction.
However, this unsupervised learning had many limitations. It was still difficult to determine which reviews were reliably fake, and the ambiguity of the distinguishing characteristics for each group when divided into clusters also lowered the reliability of filtering.
Next, supervised learning was conducted to determine reviews useful to consumers. It was necessary to display useful data by hand in order to conduct supervised learning with an unlabeled dataset. Accordingly, the total data was divided into 800 training sets and 3,200 test sets, and the data of the training set was manually labeled. As the length of the review was long in the process, it was judged that reviews that properly mixed the strengths and weaknesses of the product were useful data, and reviews with images or videos were also classified into more useful reviews.
Table 3
Model name AUC score
Park S. (2021). Analysis of the status of natural language processing technology based of deep learning. Korean J. Big Data. 6, 71–77. [Google Scholar]
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Why Do Totals Change? A sportsbook might change the total to keep the number of over and under bets even.
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