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Online reviews significantly impact consumers' decision-making process and firms' economic outcomes and are widely seen as crucial to the success of online markets. Firms, therefore, have a strong incentive to manipulate ratings using fake reviews. This presents a problem that academic researchers have tried to solve for over two decades and on which platforms expend a large amount of resources. Nevertheless, the prevalence of fake reviews is arguably higher than ever. To combat this, we collect a dataset of reviews for thousands of Amazon products and develop a general and highly accurate method for detecting fake reviews. A unique difference between previous datasets and ours is that we directly observe which sellers buy fake reviews. Thus, while prior research has trained models using laboratory-generated reviews or proxies for fake reviews, we are able to train a model using actual fake reviews. We show that products that buy fake reviews are highly clustered in the product reviewer network. Therefore, features constructed from this network are highly predictive of which products buy fake reviews. We show that our network-based approach is also successful at detecting fake review buyers even without ground truth data, as unsupervised clustering methods can accurately identify fake review buyers by identifying clusters of products that are closely connected in the network. While text or metadata can be manipulated to evade detection, network-based features are more costly to manipulate because these features result directly from the inherent limitations of buying reviews from online review marketplaces, making our detection approach more robust to manipulation. Keywords: machine learning; networks; online reviews; text analysis.
Similarly, if a star player like Erling Haaland is back from injury and lining up to play, then the price might go the other way. For big football competitions like the Champions League, 1x2 betting markets to go live days in advance of a match kicking off.
People believe a movie is actually a reality: [Image] 10. People believe a movie is actually a reality: [Image] 18.
This means extra-time in cup matches, etc, is not included. The market applies to 90 minutes & stoppage/injury time but not extra time or penalties.
Similarly, if a star player like Erling Haaland is back from injury and lining up to play, then the price might go the other way. For big football competitions like the Champions League, 1x2 betting markets to go live days in advance of a match kicking off.
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In this example Liverpool is a big favorite to win the game, while Everton is a big underdog.1X2 Odds It is important that you perform calculations to find out if you will receive a higher return splitting your total wager among the 1X2 betting options or placing the double chance or no draw bets.
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