CTR prediction based on click statistic

A new click through rate predicting formula which is based on statistics of clicks and shows is described. It is a result of increasing of log-likelihood given a constraint on formula’s variance at small banner history. Form of this predicting formula is derived in different approaches. High risk problem of formula at small banners history is discussed.