@article{Minard:2015tw, author = {Minard, A L and Speranza, M and Agirre, E and Aldabe, I}, title = {{Semeval-2015 task 4: Timeline: Cross-document event ordering}}, journal = {{\ldots} Evaluation (SemEval {\ldots}}, year = {2015}, } @inproceedings{Bauer:2015cz, author = {Bauer, Sandro and Teufel, Simone}, title = {{A Methodology for Evaluating Timeline Generation Algorithms based on Deep Semantic Units}}, booktitle = {Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 2: Short Papers)}, year = {2015}, pages = {834--839}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{Althoff:2015dg, author = {Althoff, Tim and Dong, Xin Luna and Murphy, Kevin and Alai, Safa and Dang, Van and Zhang, Wei}, title = {{TimeMachine}}, booktitle = {the 21th ACM SIGKDD International Conference}, year = {2015}, pages = {19--28}, publisher = {ACM Press}, address = {New York, New York, USA}, } @article{Tran:2015ws, author = {Tran, Giang Binh and Herder, Eelco and Markert, Katja}, title = {{Joint Graphical Models for Date Selection in Timeline Summarization.}}, journal = {ACL}, year = {2015}, pages = {1598--1607}, } @inproceedings{Li2013, author = {Li, Jiwei and Cardie, Claire}, title = {{Timeline generation}}, booktitle = {the 23rd international conference}, year = {2014}, pages = {643--652}, publisher = {ACM Press}, address = {New York, New York, USA}, } @article{Wang2013, author = {Wang, Tao}, title = {{Time-dependent Hierarchical Dirichlet Model for Timeline Generation}}, journal = {arXiv preprint arXiv:1312.2244}, year = {2013}, } @article{Ahmed:2012vh, author = {Ahmed, Amr and Xing, Eric P}, title = {{Timeline: A Dynamic Hierarchical Dirichlet Process Model for Recovering Birth/Death and Evolution of Topics in Text Stream}}, journal = {CoRR abs/1203.3463}, year = {2012}, } @article{Ahmed2011, author = {Ahmed, Amr and Ho, Qirong and Teo, Choon Hui and Eisenstein, Jacob and Smola, Alexander J and Xing, Eric P}, title = {{Online Inference for the Infinite Topic-Cluster Model: Storylines from Streaming Text.}}, journal = {AISTATS}, year = {2011}, pages = {101--109}, } @article{Yan2011, author = {Yan, Rui and Kong, Liang and Huang, Congrui and Wan, Xiaojun and Li, Xiaoming and Zhang, Yan}, title = {{Timeline Generation through Evolutionary Trans-Temporal Summarization.}}, journal = {EMNLP}, year = {2011}, pages = {433--443}, } @inproceedings{Yan2011a, author = {Yan, Rui and Wan, Xiaojun and Otterbacher, Jahna and Kong, Liang and Li, Xiaoming and Zhang, Yan}, title = {{Evolutionary timeline summarization}}, booktitle = {the 34th international ACM SIGIR conference}, year = {2011}, pages = {745}, publisher = {ACM Press}, address = {New York, New York, USA}, } @article{Hong:2011du, author = {Hong, Liangjie and Dom, Byron and Gurumurthy, Siva and Tsioutsiouliklis, Kostas}, title = {{A time-dependent topic model for multiple text streams.}}, journal = {KDD}, year = {2011}, pages = {832--840}, } @book{Chieu:2004id, author = {Chieu, Hai Leong and Lee, Yoong Keok}, title = {{Query based event extraction along a timeline}}, publisher = {ACM}, year = {2004}, address = {New York, New York, USA}, month = {jul}, } @book{Allan:2001bx, author = {Allan, James and Gupta, Rahul and Khandelwal, Vikas}, title = {{Temporal summaries of new topics}}, publisher = {ACM}, year = {2001}, address = {New York, New York, USA}, month = {sep}, } @book{Swan:2000dy, author = {Swan, Russell and Allan, James}, title = {{Automatic generation of overview timelines}}, publisher = {ACM}, year = {2000}, address = {New York, New York, USA}, month = {jul}, } @article{Wang2011, author = {Blei, David M and Wang, Chong}, title = {{Online Variational Inference for the Hierarchical Dirichlet Process}}, journal = {International Conference on Artificial Intelligence and Statistics}, year = {2011}, volume = {15}, pages = {752--760}, } @article{Bryant2012, author = {Bryant, Michael and Sudderth, Erik B}, title = {{Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes}}, journal = {Advances in Neural Information Processing Systems 25 (NIPS)}, year = {2012}, pages = {1--9}, } @inproceedings{wan2007manifold, title = {{Manifold-Ranking Based Topic-Focused Multi-Document Summarization.}}, author = {Wan, Xiaojun and Yang, Jianwu and Xiao, Jianguo}, booktitle = {IJCAI}, volume = {7}, pages = {2903--2908}, year = {2007}, } @article{wainwright2008graphical, title = {{Graphical models, exponential families, and variational inference}}, author = {Wainwright, Martin J and Jordan, Michael I}, journal = {Foundations and Trends{\textregistered} in Machine Learning}, volume = {1}, number = {1-2}, pages = {1--305}, year = {2008}, publisher = {Now Publishers Inc.}, } @article{Grimmer_2010, doi = {10.1093/pan/mpq027}, url = {http://dx.doi.org/10.1093/pan/mpq027}, year = {2010}, month = {nov}, publisher = {Oxford University Press ({OUP})}, volume = {19}, number = {1}, pages = {32--47}, author = {J. Grimmer}, title = {{An Introduction to Bayesian Inference via Variational Approximations}}, journal = {Political Analysis}, } @article{reiter2009investigation, title = {{An investigation into the validity of some metrics for automatically evaluating natural language generation systems}}, author = {Reiter, Ehud and Belz, Anja}, journal = {Computational Linguistics}, volume = {35}, number = {4}, pages = {529--558}, year = {2009}, publisher = {MIT Press}, }