TY - STD TI - Alhoniemi, E, Himberg, J, Parhankangas, J, Vesanto, J (2005). SOM toolbox for matlab. http://www.cis.hut.fi/projects/somtoolbox/. Accessed 1.8.2013. ID - ref1 ER - TY - STD TI - Almuhareb, A. (2006). Attributes in Lexical Acquisition. PhD thesis,University of Essex. ID - ref2 ER - TY - STD TI - Baroni, M, & Lenci, A (2011). How we BLESSed distributional semantic evaluation. In: Pado, S, & Peirsman, Y (Eds.) In Proc. of EMNLP 2012, Geometrical Models for Natural Language Semantics (GEMS 2011) Workshop. Association for Computational Linguistics, (ACL), Stroudsburg, PA, (pp. 1–10). ID - ref3 ER - TY - STD TI - Baroni, M, Evert, S, Lenci, A. (2008). Bridging the Gap between Semantic Theory and Computational Simulations: Proceedings of the ESSLLI Workshop on Distributional Lexical Semantics. Hamburg: Association of Logic, Language and Information (FoLLI). ID - ref4 ER - TY - JOUR AU - Baroni, M. AU - Barbu, E. AU - Murphy, B. AU - Poesio, M. PY - 2010 DA - 2010// TI - Strudel: A distributional semantic model based on properties and types JO - Cognitive Science VL - 34 UR - https://doi.org/10.1111/j.1551-6709.2009.01068.x DO - 10.1111/j.1551-6709.2009.01068.x ID - Baroni2010 ER - TY - JOUR AU - Bates, M. J. PY - 1986 DA - 1986// TI - Subject access in online catalogs: A design model JO - Journal of the American society for information science VL - 37 UR - https://doi.org/3.0.CO;2-H DO - 3.0.CO;2-H ID - Bates1986 ER - TY - JOUR AU - Battig, W. F. AU - Montague, W. E. PY - 1969 DA - 1969// TI - Category norms for verbal items in 56 categories: A replication and extension of the Connecticut category norms JO - Journal of Experimental Psychology Monograph VL - 80 UR - https://doi.org/10.1037/h0027577 DO - 10.1037/h0027577 ID - Battig1969 ER - TY - JOUR AU - Beckner, C. AU - Blythe, R. AU - Bybee, J. AU - Christiansen, M. H. AU - Croft, W. AU - Ellis, N. C. AU - Holland, J. AU - Ke, J. AU - Larsen-Freeman, D. AU - Schoenemann, T. PY - 2009 DA - 2009// TI - Language is a complex adaptive system JO - Language learning VL - 59 ID - Beckner2009 ER - TY - JOUR AU - Blei, D. M. AU - Ng, A. Y. AU - Jordan, M. I. PY - 2003 DA - 2003// TI - Latent Dirichlet allocation JO - Journal of Machine Learning Research VL - 3 ID - Blei2003 ER - TY - STD TI - Brody, S, & Lapata, M (2009). Bayesian word sense induction. In Proceedings of the 12th conference of the European Chapter of the ACL. Association for Computational Linguistics, Stroudsburg, PA, (pp. 103–111). ID - ref10 ER - TY - STD TI - Bullinaria, JA (2012). Semantic category set. http://www.cs.bham.ac.uk/~jxb/Corpus/semcat.txt. Accessed March 8, 2012. ID - ref11 ER - TY - JOUR AU - Bullinaria, J. A. AU - Levy, J. P. PY - 2007 DA - 2007// TI - Extracting semantic representations from word co-occurrence statistics: A computational study JO - Behavior Research Methods VL - 39 UR - https://doi.org/10.3758/BF03193020 DO - 10.3758/BF03193020 ID - Bullinaria2007 ER - TY - JOUR AU - Bullinaria, J. A. AU - Levy, J. P. PY - 2012 DA - 2012// TI - Extracting semantic representations from word co-occurrence statistics: Stop-lists, stemming and SVD JO - Behavior Research Methods VL - 44 UR - https://doi.org/10.3758/s13428-011-0183-8 DO - 10.3758/s13428-011-0183-8 ID - Bullinaria2012 ER - TY - JOUR AU - Caramazza, A. AU - Hersh, H. AU - Torgerson, W. S. PY - 1976 DA - 1976// TI - Subjective structures and operations in semantic memory JO - Journal of verbal learning and verbal behavior VL - 15 UR - https://doi.org/10.1016/S0022-5371(76)90011-6 DO - 10.1016/S0022-5371(76)90011-6 ID - Caramazza1976 ER - TY - JOUR AU - Chen, H. PY - 1994 DA - 1994// TI - Collaborative systems: solving the vocabulary problem JO - Computer VL - 27 UR - https://doi.org/10.1109/2.291290 DO - 10.1109/2.291290 ID - Chen1994 ER - TY - STD TI - Chrupała, G (2011). Efficient induction of probabilistic word classes with LDA. In Proceedings of 5th International Joint Conference of Natural Language Processing. Asian Federation of Natural Language Processing, Chiang Mai, Thailand, (pp. 363–372). ID - ref16 ER - TY - JOUR AU - Comon, P. PY - 1994 DA - 1994// TI - Independent component analysis—a new concept? JO - Signal Processing VL - 36 UR - https://doi.org/10.1016/0165-1684(94)90029-9 DO - 10.1016/0165-1684(94)90029-9 ID - Comon1994 ER - TY - STD TI - Cruse, DA. (1986). Lexical semantics. Cambridge, UK: Cambridge University Press. ID - ref18 ER - TY - JOUR AU - Deerwester, S. AU - Dumais, S. T. AU - Furnas, G. W. AU - Landauer, T. K. AU - Harshman, R. PY - 1990 DA - 1990// TI - Indexing by latent semantic analysis JO - Journal of the American Society for Information Science VL - 41 UR - https://doi.org/3.0.CO;2-9 DO - 3.0.CO;2-9 ID - Deerwester1990 ER - TY - STD TI - Dinu, G, & Lapata, M (2010). Measuring distributional similarity in context. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing. MIT, Mass, Association for Computational Linguistics, Stroudsburg, PA, (pp. 162–1172). ID - ref20 ER - TY - JOUR AU - Erk, K. PY - 2012 DA - 2012// TI - Vector space models of word meaning and phrase meaning: A survey JO - Language and Linguistics Compass VL - 6 UR - https://doi.org/10.1002/lnco.362 DO - 10.1002/lnco.362 ID - Erk2012 ER - TY - STD TI - Erk, K, & Padó, S (2008). A structured vector space model for word meaning in context. In Proceedings of the Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics, Stroudsburg, PA, (pp. 897–906). ID - ref22 ER - TY - STD TI - Goddard, C, & Wierzbicka, A. (2002). Meaning and universal grammar: Theory and empirical findings, volume 1. Philadelphia, PA: John Benjamins Publishing. ID - ref23 ER - TY - JOUR AU - Goldstone, R. L. PY - 1994 DA - 1994// TI - The role of similarity in categorization: Providing a groundwork JO - Cognition VL - 52 UR - https://doi.org/10.1016/0010-0277(94)90065-5 DO - 10.1016/0010-0277(94)90065-5 ID - Goldstone1994 ER - TY - JOUR AU - Haspelmath, M. PY - 2007 DA - 2007// TI - Pre-established categories don’t exist: Consequences for language description and typology JO - Linguistic Typology VL - 11 UR - https://doi.org/10.1515/LINGTY.2007.011 DO - 10.1515/LINGTY.2007.011 ID - Haspelmath2007 ER - TY - STD TI - Hofmann, T (1999). Probabilistic latent semantic indexing. In Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval. ACM, New York, NY, (pp. 50–57). ID - ref26 ER - TY - STD TI - Honkela, T (1998). Learning to understand - general aspects of using self-organizing maps in natural language processing. In AIP Conference Proceedings, volume 437. American Institute of Physics (AIP), Liege, Belgium, (pp. 563–576). ID - ref27 ER - TY - STD TI - Honkela, T, Pulkki, V, Kohonen, T (1995). Contextual relations of words in Grimm tales, analyzed by self-organizing map. In Proc. of ICANN’95, volume II,. EC2 & Cie, Paris, France, (pp. 3–7). ID - ref28 ER - TY - JOUR AU - Honkela, T. AU - Hyvärinen, A. AU - Väyrynen, J. J. PY - 2010 DA - 2010// TI - WordICA — emergence of linguistic representations for words by independent component analysis JO - Natural Language Engineering VL - 16 UR - https://doi.org/10.1017/S1351324910000057 DO - 10.1017/S1351324910000057 ID - Honkela2010 ER - TY - STD TI - Honkela, T, Raitio, J, Lagus, K, Nieminen, IT, Honkela, N, Pantzar, M (2012). Proceedings of IJCNN 2012 International Joint Conference on Neural Networks. IEEE, (Institute of Electrical and Electronics Engineers), (pp. 2875–2883). ID - ref30 ER - TY - JOUR AU - Hyvärinen, A. AU - Oja, E. PY - 1997 DA - 1997// TI - A fast fixed-point algorithm for independent component analysis JO - Neural Computation VL - 9 UR - https://doi.org/10.1162/neco.1997.9.7.1483 DO - 10.1162/neco.1997.9.7.1483 ID - Hyvärinen1997 ER - TY - STD TI - Hyvärinen, A, Karhunen, J, Oja, E. (2001). Independent component analysis. New York, NY: John Wiley & Sons. ID - ref32 ER - TY - JOUR AU - Johnston, R. J. PY - 1968 DA - 1968// TI - Choice in classification: the subjectivity of objective methods JO - Annals of the Association of American Geographers VL - 58 UR - https://doi.org/10.1111/j.1467-8306.1968.tb01653.x DO - 10.1111/j.1467-8306.1968.tb01653.x ID - Johnston1968 ER - TY - STD TI - Kohonen, T. (2001). Self-Organizing maps. Heidelberg: Springer. ID - ref34 ER - TY - JOUR AU - Kohonen, T. AU - Honkela, T. PY - 2007 DA - 2007// TI - Kohonen network JO - Scholarpedia VL - 2 UR - https://doi.org/10.4249/scholarpedia.1568 DO - 10.4249/scholarpedia.1568 ID - Kohonen2007 ER - TY - JOUR AU - Landauer, T. K. AU - Dumais, S. T. PY - 1997 DA - 1997// TI - A solution to Plato’s problem: The latent semantic analysis theory of acquisition, induction and representation of knowledge JO - Psychological Review VL - 104 UR - https://doi.org/10.1037/0033-295X.104.2.211 DO - 10.1037/0033-295X.104.2.211 ID - Landauer1997 ER - TY - STD TI - Lindh-Knuutila, T, & Honkela, T (2013). Exploratory text analysis: Data-driven versus human semantic similarity judgments. In Adaptive and Natural Computing Algorithms. Springer, Berlin Heidelberg, Germany, (pp. 428–437). ID - ref37 ER - TY - STD TI - Lindh-Knuutila, T, Väyrynen, J, Honkela, T (2012). Semantic analysis in word vector spaces with ICA and feature selection. In Proc. of The 11th Conference on Natural Language Processing (KONVENS). ÖGAI, Vienna, Austria, (pp. 98–107). ID - ref38 ER - TY - STD TI - Manning, CD, & Schütze, H. (1999). Foundations of statistical natural language processing. Cambridge, MA: MIT press. ID - ref39 ER - TY - STD TI - McEnery, T. (2001). Corpus linguistics: An introduction. Edinburgh, UK: Edinburgh University Press. ID - ref40 ER - TY - JOUR AU - Miller, G. A. AU - Charles, W. G. PY - 1991 DA - 1991// TI - Contextual correlates of semantic similarity JO - Language and Cognitive Processes VL - 6 UR - https://doi.org/10.1080/01690969108406936 DO - 10.1080/01690969108406936 ID - Miller1991 ER - TY - JOUR AU - Mitchell, T. M. AU - Shinkareva, S. V. AU - Carlson, A. AU - Chang, K. -. M. AU - Malave, V. L. AU - Mason, R. A. AU - Just, M. A. PY - 2008 DA - 2008// TI - Predicting human brain activity associated with the meanings of nouns JO - Science VL - 320 UR - https://doi.org/10.1126/science.1152876 DO - 10.1126/science.1152876 ID - Mitchell2008 ER - TY - STD TI - Murphy, B, Talukdar, P, Mitchell, T (2012). Selecting corpus-semantic models for neurolinguistic decoding. In Proceedings of the First Joint Conference on Lexical and Computational Semantics (*SEM), SemEval ’12,. Association for Computational Linguistics, Montréal, Canada, (pp. 114–123). ID - ref43 ER - TY - STD TI - Niwa, Y, & Nitta, Y (1994). Co-occurrence vectors from corpora vs. distance vectors from dictionaries. In Proc. of COLING 1994. Association for Computational Linguistics, Stroudsburg, PA, (pp. 304–309). ID - ref44 ER - TY - STD TI - Rapp, R (2002). The computation of word associations: comparing syntagmatic and paradigmatic approaches. In Proceedings of the 19th international conference on Computational linguistics-Volume 1. Association for Computational Linguistics, Stroudsburg, PA, (pp. 1–7). ID - ref45 ER - TY - STD TI - Rauh, G. (2010). Syntactic categories: Their identification and description in linguistic theories. New York, NY: Oxford University Press. ID - ref46 ER - TY - JOUR AU - Ritter, H. AU - Kohonen, T. PY - 1989 DA - 1989// TI - Self-organizing semantic maps JO - Biological Cybernetics VL - 61 UR - https://doi.org/10.1007/BF00203171 DO - 10.1007/BF00203171 ID - Ritter1989 ER - TY - STD TI - Sahlgren, M. (2006). The Word-Space Model: using distributional analysis to represent syntagmatic and paradigmatic relations between words in high-dimensional vector spaces. PhD thesis,Stockholm University, Department of Linguistics. ID - ref48 ER - TY - STD TI - Schütze, H (1993). Word space. In Advances in Neural Information Processing Systems 5. Morgan Kaufmann, San Francisco, CA, (pp. 895–902). ID - ref49 ER - TY - JOUR AU - Schwering, A. PY - 2008 DA - 2008// TI - Approaches to semantic similarity measurement for geo-spatial data: A survey JO - Transactions in GIS VL - 12 UR - https://doi.org/10.1111/j.1467-9671.2008.01084.x DO - 10.1111/j.1467-9671.2008.01084.x ID - Schwering2008 ER - TY - STD TI - Seco, N, Veale, T, Hayes, J (2004). An intrinsic information content metric for semantic similarity in WordNet. In Proceedings of ECAI 2004. IOS Press, Amsterdam, the Netherlands, (pp. 1089–1090). ID - ref51 ER - TY - JOUR AU - Steyvers, M. AU - Griffiths, T. PY - 2007 DA - 2007// TI - Probabilistic topic models JO - Handbook of latent semantic analysis VL - 427 ID - Steyvers2007 ER - TY - JOUR AU - Sudre, G. AU - Pomerleau, D. AU - Palatucci, M. AU - Wehbe, L. AU - Fyshe, A. AU - Salmelin, R. AU - Mitchell, T. PY - 2012 DA - 2012// TI - Tracking neural coding of perceptual and semantic features of concrete nouns JO - NeuroImage VL - 62 UR - https://doi.org/10.1016/j.neuroimage.2012.04.048 DO - 10.1016/j.neuroimage.2012.04.048 ID - Sudre2012 ER - TY - JOUR AU - Turney, P. D. AU - Pantel, P. PY - 2000 DA - 2000// TI - From frequency to meaning: Vector space models of semantics JO - Journal of Artificial Intelligence Research VL - 37 ID - Turney2000 ER - TY - JOUR AU - Van Overschelde, J. P. AU - Rawson, K. A. AU - Dunlosky, J. PY - 2004 DA - 2004// TI - Category norms: An update and expanded version of the Battig and Montague 1969 norms JO - Journal of Memory and Language VL - 50 UR - https://doi.org/10.1016/j.jml.2003.10.003 DO - 10.1016/j.jml.2003.10.003 ID - Van Overschelde2004 ER - TY - JOUR AU - Venna, J. AU - Kaski, S. PY - 2006 DA - 2006// TI - Local multidimensional scaling JO - Neural Networks VL - 19 UR - https://doi.org/10.1016/j.neunet.2006.05.014 DO - 10.1016/j.neunet.2006.05.014 ID - Venna2006 ER - TY - STD TI - Vesanto, J, Himberg, J, Alhoniemi, E, Parhankangas, J (1999). Self-organizing map in Matlab: The SOM toolbox. In Proceedings of the Matlab DSP conference, volume 99, (pp. 16–17). ID - ref57 ER - TY - STD TI - Wikimedia Project (2008). The English Wikipedia. http://dumps.wikimedia.org/enwiki. Accessed December 11, 2008. The October 2008 edition used to build the corpus is no longer available for download. UR - http://dumps.wikimedia.org/enwiki ID - ref58 ER - TY - STD TI - Wilson, AT, & Chew, PA (2010). Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the ACL, Los Angeles, California, (pp. 465–473). ID - ref59 ER -