%0 Conference Paper %1 dietz2007unsupervised %A Dietz, Laura %A Bickel, Steffen %A Scheffer, Tobias %B Proceedings of the 24th international conference on Machine learning %C New York, NY, USA %D 2007 %I ACM %K citation influence prediction %P 233--240 %R 10.1145/1273496.1273526 %T Unsupervised Prediction of Citation Influences %U http://doi.acm.org/10.1145/1273496.1273526 %X Publication repositories contain an abundance of information about the evolution of scientific research areas. We address the problem of creating a visualization of a research area that describes the flow of topics between papers, quantifies the impact that papers have on each other, and helps to identify key contributions. To this end, we devise a probabilistic topic model that explains the generation of documents; the model incorporates the aspects of topical innovation and topical inheritance via citations. We evaluate the model's ability to predict the strength of influence of citations against manually rated citations. %@ 978-1-59593-793-3

@inproceedings{dietz2007unsupervised, abstract = {Publication repositories contain an abundance of information about the evolution of scientific research areas. We address the problem of creating a visualization of a research area that describes the flow of topics between papers, quantifies the impact that papers have on each other, and helps to identify key contributions. To this end, we devise a probabilistic topic model that explains the generation of documents; the model incorporates the aspects of topical innovation and topical inheritance via citations. We evaluate the model's ability to predict the strength of influence of citations against manually rated citations.}, acmid = {1273526}, added-at = {2012-06-10T16:55:55.000+0200}, address = {New York, NY, USA}, author = {Dietz, Laura and Bickel, Steffen and Scheffer, Tobias}, biburl = {https://www.bibsonomy.org/bibtex/2a846f5eb2a91e7d8031b7178ad6416a5/nosebrain}, booktitle = {Proceedings of the 24th international conference on Machine learning}, description = {Unsupervised prediction of citation influences}, doi = {10.1145/1273496.1273526}, interhash = {ab17d1a9da7894b7ba7e52c390449455}, intrahash = {a846f5eb2a91e7d8031b7178ad6416a5}, isbn = {978-1-59593-793-3}, keywords = {citation influence prediction}, location = {Corvalis, Oregon}, numpages = {8}, pages = {233--240}, publisher = {ACM}, series = {ICML '07}, timestamp = {2012-06-10T16:55:56.000+0200}, title = {Unsupervised Prediction of Citation Influences}, url = {http://doi.acm.org/10.1145/1273496.1273526}, year = 2007 }