In order to produce the ranked lists of candidate suggestions for each query, due to the lack of training data, we have opted for the unsupervised procedure described in the previous section: 1.
this work is also related to the analysis of temporal properties of information streams in data mining (Kleinberg, 2006) and information retrieval from time series databases (Agrawal et al., 1993).