TY - CHAP AU - Agirre, E. AU - Banea, C. AU - Cer, D. AU - Diab, M. AU - Gonzalez-Agirre, A. AU - Mihalcea, R. AU - Rigau, G. AU - Wiebe, J. PY - 2016 DA - 2016// TI - Semeval-2016 task 1: Semantic textual similarity, monolingual and cross-lingual evaluation BT - Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016) PB - Association for Computational Linguistics CY - San Diego ID - Agirre2016 ER - TY - JOUR AU - Bacik, K. A. AU - Schaub, M. T. AU - Beguerisse-Díaz, M. AU - Billeh, Y. N. AU - Barahona, M. PY - 2016 DA - 2016// TI - Flow-Based Network Analysis of the Caenorhabditis elegans Connectome JO - PLoS Comput Biol VL - 12 UR - https://doi.org/10.1371/journal.pcbi.1005055 DO - 10.1371/journal.pcbi.1005055 ID - Bacik2016 ER - TY - STD TI - Beguerisse-Diaz, M, Vangelov B, Barahona M (2013) Finding role communities in directed networks using Role-Based Similarity, Markov Stability and the Relaxed Minimum Spanning Tree In: 2013 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2013 - Proceedings, 937–940, London. https://doi.org/10.1109/GlobalSIP.2013.6737046. ID - ref3 ER - TY - JOUR AU - Beguerisse-Díaz, M. AU - Garduño-Hernández, G. AU - Vangelov, B. AU - Yaliraki, S. N. AU - Barahona, M. PY - 2014 DA - 2014// TI - Interest communities and flow roles in directed networks: the Twitter network of the UK riots JO - J R Soc Interface R Soc VL - 11 UR - https://doi.org/10.1098/rsif.2014.0940 DO - 10.1098/rsif.2014.0940 ID - Beguerisse-Díaz2014 ER - TY - STD TI - Bird, S, Klein E, Loper E (2009) Natural Language Processing with Python, 1st edn. O’Reilly Media, Inc. ISBN 0596516495, 9780596516499. 1st Edition. ID - ref5 ER - TY - JOUR AU - Blei, D. M. AU - Ng, A. Y. AU - Jordan, M. I. PY - 2003 DA - 2003// TI - Latent Dirichlet Allocation JO - J Mach Learn Res VL - 3 ID - Blei2003 ER - TY - JOUR AU - Blondel, V. D. AU - Guillaume, J. L. AU - Lambiotte, R. AU - Lefebvre, E. PY - 2008 DA - 2008// TI - Fast unfolding of communities in large networks JO - J Stat Mech Theory Exp VL - 2008 UR - https://doi.org/10.1088/1742-5468/2008/10/P10008 DO - 10.1088/1742-5468/2008/10/P10008 ID - Blondel2008 ER - TY - STD TI - Cer, D, Diab M, Agirre E, Lopez-Gazpio I, Specia L (2017) Semeval-2017 task 1: Semantic textual similarity multilingual and crosslingual focused evaluation In: Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017), Association for Computational Linguistics, Vancouver, Canada, 1–14. http://aclweb.org/anthology/S17-2001. UR - http://aclweb.org/anthology/S17-2001 ID - ref8 ER - TY - JOUR AU - Clauset, A. AU - Newman, M. E. AU - Moore, C. PY - 2004 DA - 2004// TI - Finding community structure in very large networks JO - Phys Rev E VL - 70 UR - https://doi.org/10.1103/PhysRevE.70.066111 DO - 10.1103/PhysRevE.70.066111 ID - Clauset2004 ER - TY - JOUR AU - Colijn, C. AU - Jones, N. AU - Johnston, I. G. AU - Yaliraki, S. AU - Barahona, M. PY - 2017 DA - 2017// TI - Toward precision healthcare: context and mathematical challenges JO - Front Physiol VL - 8 UR - https://doi.org/10.3389/fphys.2017.00136 DO - 10.3389/fphys.2017.00136 ID - Colijn2017 ER - TY - STD TI - Dai, AM, Olah C, Le QV, Corrado GS (2014) Document embedding with paragraph vectors In: NIPS Deep Learning Workshop. ID - ref11 ER - TY - JOUR AU - Delvenne, J. C. AU - Yaliraki, S. N. AU - Barahona, M. PY - 2010 DA - 2010// TI - Stability of graph communities across time scales JO - Proc Natl Acad Sci U S A VL - 107 UR - https://doi.org/10.1073/pnas.0903215107 DO - 10.1073/pnas.0903215107 ID - Delvenne2010 ER - TY - BOOK AU - Delvenne, J. C. AU - Schaub, M. T. AU - Yaliraki, S. N. AU - Barahona, M. PY - 2013 DA - 2013// TI - The Stability of a Graph Partition: A Dynamics-Based Framework for Community Detection PB - Springer New York CY - New York ID - Delvenne2013 ER - TY - CHAP AU - Fang, A. AU - Macdonald, C. AU - Ounis, I. AU - Habel, P. ED - Ferro, N. ED - Crestani, F. ED - Moens, M. F. ED - Mothe, J. ED - Silvestri, F. ED - Di Nunzio, G. M. ED - Hauff, C. ED - Silvello, G. PY - 2016 DA - 2016// TI - Topics in Tweets: A User Study of Topic Coherence Metrics for Twitter Data BT - Advances in Information Retrieval PB - Springer International Publishing CY - Cham UR - https://doi.org/10.1007/978-3-319-30671-1_36 DO - 10.1007/978-3-319-30671-1_36 ID - Fang2016 ER - TY - JOUR AU - Friedman, J. AU - Hastie, T. AU - Tibshirani, R. PY - 2008 DA - 2008// TI - Sparse inverse covariance estimation with the graphical lasso JO - Biostatistics VL - 9 UR - https://doi.org/10.1093/biostatistics/kxm045 DO - 10.1093/biostatistics/kxm045 ID - Friedman2008 ER - TY - JOUR AU - Hashimoto, K. AU - Kontonatsios, G. AU - Miwa, M. AU - Ananiadou, S. PY - 2016 DA - 2016// TI - Topic detection using paragraph vectors to support active learning in systematic reviews JO - J Biomed Inform VL - 62 UR - https://doi.org/10.1016/j.jbi.2016.06.001 DO - 10.1016/j.jbi.2016.06.001 ID - Hashimoto2016 ER - TY - JOUR AU - Jacomy, M. AU - Venturini, T. AU - Heymann, S. AU - Bastian, M. PY - 2014 DA - 2014// TI - ForceAtlas2, a continuous graph layout algorithm for handy network visualization designed for the Gephi software JO - PLoS ONE VL - 9 UR - https://doi.org/10.1371/journal.pone.0098679 DO - 10.1371/journal.pone.0098679 ID - Jacomy2014 ER - TY - STD TI - Jones, E, Oliphant T, Peterson P, et al. (2001) {SciPy}: Open source scientific tools for {Python}. http://www.scipy.org/. UR - http://www.scipy.org/ ID - ref18 ER - TY - STD TI - Lambiotte, R, Delvenne JC, Barahona M (2008) Laplacian Dynamics and Multiscale Modular Structure in Networks. ArXiv e-prints. 0812.1770, 0812.1770. ID - ref19 ER - TY - JOUR AU - Lambiotte, R. AU - Delvenne, J. C. AU - Barahona, M. PY - 2014 DA - 2014// TI - Random Walks, Markov Processes and the Multiscale Modular Organization of Complex Networks JO - IEEE Trans Netw Sci Eng VL - 1 UR - https://doi.org/10.1109/TNSE.2015.2391998 DO - 10.1109/TNSE.2015.2391998 ID - Lambiotte2014 ER - TY - JOUR AU - Lancichinetti, A. AU - Sirer, M. I. AU - Wang, J. X. AU - Acuna, D. AU - Körding, K. AU - Amaral, L. A. N. PY - 2015 DA - 2015// TI - High-Reproducibility and High-Accuracy Method for Automated Topic Classification JO - Phys Rev X VL - 5 ID - Lancichinetti2015 ER - TY - CHAP AU - Lau, J. H. AU - Baldwin, T. PY - 2016 DA - 2016// TI - An Empirical Evaluation of doc2vec with Practical Insights into Document Embedding Generation BT - Proceedings of the 1st Workshop on Representation Learning for NLP, Rep4NLP@ACL 2016 PB - Berlin CY - Germany ID - Lau2016 ER - TY - CHAP AU - Le, Q. AU - Mikolov, T. PY - 2014 DA - 2014// TI - Distributed representations of sentences and documents BT - Proceedings of the 31st International Conference on International Conference on Machine Learning - Volume 32, JMLR.org, ICML’14 PB - JMLR.org CY - Beijing ID - Le2014 ER - TY - JOUR AU - Meilă, M. PY - 2007 DA - 2007// TI - Comparing clusterings—an information based distance JO - J Multivar Anal VL - 98 UR - https://doi.org/10.1016/j.jmva.2006.11.013 DO - 10.1016/j.jmva.2006.11.013 ID - Meilă2007 ER - TY - STD TI - Mikolov, T, Chen K, Corrado G, Dean J (2013a) Efficient estimation of word representations in vector space. CoRR abs/1301.3781. http://dblp.uni-trier.de/db/journals/corr/corr1301.html#abs-1301-3781. UR - http://dblp.uni-trier.de/db/journals/corr/corr1301.html#abs-1301-3781 ID - ref25 ER - TY - STD TI - Mikolov, T, Sutskever I, Chen K, Corrado G, Dean J (2013b) Distributed Representations of Words and Phrases and Their Compositionality In: Proceedings of the 26th International Conference on Neural Information Processing Systems - Volume 2, 3111–3119.. Curran Associates Inc., USA, NIPS’13. http://dl.acm.org/citation.cfm?id=2999792.2999959. UR - http://dl.acm.org/citation.cfm?id=2999792.2999959 ID - ref26 ER - TY - CHAP AU - Newman, D. AU - Karimi, S. AU - Cavedon, L. ED - Kay, J. ED - Thomas, P. ED - Trotman, A. PY - 2009 DA - 2009// TI - External evaluation of topic models BT - Australasian Doc. Comp. Symp., 2009 PB - School of Information Technologies CY - University of Sydney ID - Newman2009 ER - TY - CHAP AU - Newman, D. AU - Lau, J. H. AU - Grieser, K. AU - Baldwin, T. PY - 2010 DA - 2010// TI - Automatic Evaluation of Topic Coherence BT - Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Association for Computational Linguistics PB - Stroudsburg, PA CY - USA, HLT ’10 ID - Newman2010 ER - TY - STD TI - Newman, D, Bonilla EV, Buntine W (2011) Improving topic coherence with regularized topic models. In: Shawe-Taylor J, Zemel RS, Bartlett PL, Pereira F, Weinberger KQ (eds)Proceedings of the 24th International Conference on Neural Information Processing Systems, Curran Associates Inc., USA, NIPS’11, 496–504.. Curran Associates, Inc.http://dl.acm.org/citation.cfm?id=2986459.2986515. UR - http://dl.acm.org/citation.cfm?id=2986459.2986515 ID - ref29 ER - TY - CHAP AU - Pons, P. AU - Latapy, M. PY - 2005 DA - 2005// TI - Computing communities in large networks using random walks BT - International symposium on computer and information sciences PB - Springer-Verlag CY - Berlin ID - Pons2005 ER - TY - JOUR AU - Porter, M. PY - 1980 DA - 1980// TI - An algorithm for suffix stripping JO - Program VL - 14 UR - https://doi.org/10.1108/eb046814 DO - 10.1108/eb046814 ID - Porter1980 ER - TY - STD TI - Porter, MF (2001) Snowball: A language for stemming algorithms. http://snowball.tartarus.org/texts/introduction.html. Accessed 11.03.2008, 15.00h. UR - http://snowball.tartarus.org/texts/introduction.html ID - ref32 ER - TY - JOUR AU - Raghavan, U. N. AU - Albert, R. AU - Kumara, S. PY - 2007 DA - 2007// TI - Near linear time algorithm to detect community structures in large-scale networks JO - Phys Rev E VL - 76 UR - https://doi.org/10.1103/PhysRevE.76.036106 DO - 10.1103/PhysRevE.76.036106 ID - Raghavan2007 ER - TY - CHAP AU - Rehurek, R. AU - Sojka, P. PY - 2010 DA - 2010// TI - Software Framework for Topic Modelling with Large Corpora BT - Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks PB - ELRA CY - Valletta, Malta ID - Rehurek2010 ER - TY - CHAP AU - Rosenberg, A. AU - Hirschberg, J. PY - 2007 DA - 2007// TI - V-measure: A conditional entropy-based external cluster evaluation measure BT - Proceedings of the 2007 joint conference on empirical methods in natural language processing and computational natural language learning (EMNLP-CoNLL) PB - The Association for Computational Linguistics CY - Prague ID - Rosenberg2007 ER - TY - JOUR AU - Rosvall, M. AU - Axelsson, D. AU - Bergstrom, C. T. PY - 2009 DA - 2009// TI - The map equation JO - Eur Phys J Spec Top VL - 178 UR - https://doi.org/10.1140/epjst/e2010-01179-1 DO - 10.1140/epjst/e2010-01179-1 ID - Rosvall2009 ER - TY - CHAP AU - Rychalska, B. AU - Pakulska, K. AU - Chodorowska, K. AU - Walczak, W. AU - Andruszkiewicz, P. PY - 2016 DA - 2016// TI - Samsung Poland NLP Team at SemEval-2016 Task 1: Necessity for diversity; combining recursive autoencoders, WordNet and ensemble methods to measure semantic similarity BT - Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016) PB - Association for Computational Linguistics CY - San Diego ID - Rychalska2016 ER - TY - STD TI - Schaub, MT, Delvenne JC, Yaliraki SN, Barahona M (2012a) Markov dynamics as a zooming lens for multiscale community detection: Non clique-like communities and the field-of-view limit. PLoS ONE 7:1–11. ID - ref38 ER - TY - STD TI - Schaub, MT, Lambiotte R, Barahona M (2012b) Encoding dynamics for multiscale community detection: Markov time sweeping for the map equation. Phys Rev E 86(2):026,112. ID - ref39 ER - TY - JOUR AU - Schaub, M. T. AU - Delvenne, J. C. AU - Rosvall, M. AU - Lambiotte, R. PY - 2017 DA - 2017// TI - The many facets of community detection in complex networks JO - Appl Netw Sci VL - 2 UR - https://doi.org/10.1007/s41109-017-0023-6 DO - 10.1007/s41109-017-0023-6 ID - Schaub2017 ER - TY - STD TI - Schubert, E, Spitz A, Weiler M, Gertz JGM (2017) Semantic Word Clouds with Background Corpus Normalization and t-distributed Stochastic Neighbor Embedding. CoRR abs/1708.0. ID - ref41 ER - TY - JOUR AU - Spielman, D. A. AU - Srivastava, N. PY - 2011 DA - 2011// TI - Graph sparsification by effective resistances JO - SIAM J Comput VL - 40 UR - https://doi.org/10.1137/080734029 DO - 10.1137/080734029 ID - Spielman2011 ER - TY - JOUR AU - Strehl, A. AU - Ghosh, J. PY - 2003 DA - 2003// TI - Cluster Ensembles — a Knowledge Reuse Framework for Combining Multiple Partitions JO - J Mach Learn Res VL - 3 ID - Strehl2003 ER - TY - CHAP AU - Tian, J. AU - Zhou, Z. AU - Lan, M. AU - Wu, Y. PY - 2017 DA - 2017// TI - ECNU at SemEval-2017 Task 1: Leverage Kernel-based Traditional NLP features and Neural Networks to Build a Universal Model for Multilingual and Cross-lingual Semantic Textual Similarity BT - Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017) PB - Association for Computational Linguistics CY - Vancouver UR - https://doi.org/10.18653/v1/S17-2028 DO - 10.18653/v1/S17-2028 ID - Tian2017 ER - TY - JOUR AU - Tumminello, M. AU - Aste, T. AU - Di Matteo, T. AU - Mantegna, R. N. PY - 2005 DA - 2005// TI - A tool for filtering information in complex systems JO - Proc Natl Acad Sci U S A VL - 102 UR - https://doi.org/10.1073/pnas.0500298102 DO - 10.1073/pnas.0500298102 ID - Tumminello2005 ER - TY - CHAP AU - Veenstra, P. AU - Cooper, C. AU - Phelps, S. PY - 2017 DA - 2017// TI - Spectral clustering using the kNN-MST similarity graph BT - 2016 8th Computer Science and Electronic Engineering Conference, CEEC 2016 - Conference Proceedings PB - IEEE CY - Essex ID - Veenstra2017 ER - TY - JOUR AU - Willett, P. PY - 2006 DA - 2006// TI - The Porter stemming algorithm: then and now JO - Program VL - 40 UR - https://doi.org/10.1108/00330330610681295 DO - 10.1108/00330330610681295 ID - Willett2006 ER - TY - STD TI - World Health Organization, WHO Patient Safety (2010) Conceptual framework for the international classification for patient safety version 1.1: final technical report. Tech. Rep. January. Geneva, World Health Organization. http://www.who.int/iris/handle/10665/70882. UR - http://www.who.int/iris/handle/10665/70882 ID - ref48 ER -