Moreover, we also showed the potential that TILM can be used as a tool to compare influences of different external streams on a particular target stream, thus facilitating crossstream influence analysis.
research on Search and relevance almost matured after 2008 within the SIGIR community [ Figure 5c], which has also been captured year # Sample Generated Title 2000 1 discovering in hierarchical rules using lexical knowledge -2 data mining criteria for tree based regression and classification 2002 3 mining frequent class sets in spatial databases 2007 -1 a framework for community identification in dynamic social networks 2009 2 learning preferences of new users in recommender systems 3 data mining for intrusion detection from outliers 2012 -1 deep model based transfer and multi task learning for biological image analysis 2015 2 a bayesian framework for estimating properties of information network 3 active learning for sparse bayesian classification Table 4: Sample titles generated by TILM for conference KDD across different year ranges effectively by TILM and apparent from the decaying trend of Figure 5d.