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Now assuming that the data is censored on the left at 0 and we only observe 1, calculation without adjustment will yield 1 instead, which is biased. Similarly, in Chatous dataset, it is unlikely to observe users with extremely low quality, because nobody would like to talk with them and thus researchers will not observe them in the dataset. To adjust this bias, we rely on truncated regression. We got a hand-made manual set of 1034 users which were classified as either clean, dirty or bot. Using this data set and dividing it into training and test set; we tried to apply various classification algorithms in order to find out if we could learn to predict dirty/bot users and penalize them in the chat matching algorithm. We tried various different algorithms starting with k-neighbours to a pipeline combining more than one algorithm.
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