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we can conclude that most of the existing works focused on supervised machine learning to detect fake reviews. however, supervised machine learning needs a labelled dataset to predict whether the review is fake or not, which can be hard to obtain in a fake review detection area. according to the difficulty of obtaining labelled dataset, we observed that the most commonly used datasets in the current works are constructed based on a crowdsourcing framework. evaluating the machine learning techniques on these datasets is not preferred as these datasets do not present the fake review in a real-world application. consequently, assessing the classifiers on the real-world application is preferred as this will help us developing algorithms that can work efficiently in the real world. motivated by previous work, nilizadeh et al. [142] proposed onereview fake review detection model based on textual and metadata features. onereview concentrates on separating anomalous changes in business profiles via multiple review websites to discover harmful activity without depending on particular patterns. onereview used change point analysis techniques on each review from numerous websites. then, they evaluated the change point to identify any reviews which did not match through the webpages. after classifying them as suspicious with the introduced change point analyser, they used the random forest classifier to identify the fake reviews. they evaluated the proposed method on two datasets; yelp data challenge dataset (https://www.yelp.com/dataset) and dataset crawled from tripadvisor. the experimental results showed that the proposed method performed well in fake reviews detection, with an accuracy of 97% with combining all features and 86% with textual features. however, the change point analyser evaluated time series data in one month; this may create some latency issues between the onereview classification and the posted review.

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