Notes:

- Statistical semantic parser
- Statistical semantic parsing

Resources:

- assert .. automatic statistical semantic role tagger
- gensim .. topic modeling for humans
- jobimtext .. open source framework for application of distributional semantics
- opencube toolkit .. enables the table-based visualizations of rdf data cubes

Wikipedia:

See also:

**On the use of statistical semantics for metadata-based social image retrieval** N Rekabsaz, R Bierig, B Ionescu… – … on Content-Based …, 2015 – ieeexplore.ieee.org Abstract—We revisit text-based image retrieval for social media, exploring the opportunities offered by statistical semantics. We assess the performance and limitation of several complementary corpus-based semantic text similarity methods in combination with word Cited by 3 Related articles All 8 versions

**Short-Text Clustering using Statistical Semantics** S Seifzadeh, AK Farahat, MS Kamel… – Proceedings of the 24th …, 2015 – dl.acm.org Abstract Short documents are typically represented by very sparse vectors, in the space of terms. In this case, traditional techniques for calculating text similarity results in measures which are very close to zero, since documents even the very similar ones have a very few or Cited by 4 Related articles All 3 versions

**Corpus semantics** M Stubbs – The Routledge Handbook of Semantics, 2015 – books.google.com … and 1960s. In a paper on machine translation, Weaver (1955) used the term “statistical semantics” to mean that probabilistic patterns of language usage in large text collections can provide evidence of what words mean. This … Cited by 2 Related articles All 2 versions

**Semantic Representation**. LK Schubert – AAAI, 2015 – cs.rochester.edu … Thus statistical semantics endeavors to reconstrue logical algebra as vector algebra, where words are high-dimensional vec- tors whose components are frequencies of collocation with other words or groups of words, and longer constituents are represented as vector … Cited by 4 Related articles All 8 versions

**JoBimViz: a web-based visualization for graph-based distributional semantic models** E Ruppert, M Kaufmann, M Riedl… – ACL-IJCNLP …, 2015 – anthology.aclweb.org … search prototypes. 1 Introduction Statistical semantics has emerged as a field of computational linguistics, aiming at automatically computing semantic representations for words, sentences and phrases from (large) corpora. While … Cited by 4 Related articles All 9 versions

**Ontology-Based Interpretation of Natural Language** P Cimiano, C Unger, J McCrae – 2015 – aclweb.org … and unsupervised acquisition are not the enemy, but the key to scalable, domain-adaptive processing of natural language, which has been known to evade total formalization since Sapier’s “all grammars leak.” The NLP community, especially statistical semantics, in turn, should … Related articles All 7 versions

**Full-Text Search** M Cebollero, J Natarajan, M Coles – Pro T-SQL Programmer’s Guide, 2015 – Springer … SQL Server 2012 introduced statistical semantics which allow for searching on document meaning as opposed to simply searching content. Based on word distributions and other factors, statistical semantics allows you to find documents with similar contents. …

**TBox Reasoning in the Probabilistic Description Logic SHIQP** V Sazonau, U Sattler – cs.man.ac.uk … Firstly, we introduce a new probabilis- tic extension of the classic DL SHIQ, called SHIQP , with the statistical semantics inherited from the Type 1 probabilistic FOL that distinguishes it from many existing extensions whose semantics is based on possible worlds. … Related articles All 7 versions

**Quantifying the quality of a systems approach** NP Whitehead, WT Scherer – Systems Conference (SysCon), …, 2015 – ieeexplore.ieee.org … electronic text as “spam” or “not spam.” Security entities want to delve deep into the thought process behind the text (Planning a vacation or planning terrorism?) Turney and Pantel called the theme that underlies all of these approaches statistical semantics hypothesis: statistical … Related articles

**Adaptive Natural Language Processing**. C Biemann – GSCL, 2015 – pdfs.semanticscholar.org … Chris and his group regularly organize shared tasks and release NLP software and data under permissive licenses. Chris’ research interests include unsupervised lexical acquisition, statistical semantics, cognitive computing and web-scale natural language processing. 1

**Normality and Majority: Towards a Statistical Understanding of Normality Statements** C Strößner – Erkenntnis, 2015 – Springer … In such frameworks normality laws are taken as describing statements that aim at a true characterization of the biological domain. Can such descriptive interpretation abandon statistical semantics of normality statements? This is what Wachbroit (1994) claims. … Related articles All 4 versions

**Measuring Semantic Relatedness using Mined Semantic Analysis** W Shalaby, W Zadrozny – arXiv preprint arXiv:1512.03465, 2015 – arxiv.org … Translation memory Morphological dictionary Systemic functional linguistics Textalytics Semantic relatedness Bracketing Quantitative linguistics Lemmatisation Natural language processing Indigenous Tweets Internet linguistics Statistical semantics Grammar induction … Cited by 1 Related articles All 3 versions

**Similarity Measure Based on Low-Rank Approximation for Highly Scalable Recommender Systems** S Seifzadeh, A Miri – Trustcom/BigDataSE/ISPA, 2015 IEEE, 2015 – ieeexplore.ieee.org … In this paper, creating the semantic relation among users based on their ratings using statistical semantics is used. … [19] AK Farahat and MS Kamel, “Statistical semantics for enhancing document clustering,” Knowledge and Information Systems, Volume 28, Issue 2, pp. … Related articles All 3 versions

**On Using Statistical Semantic on Domain Specific Information Retrieval** N Rekabsaz – publik.tuwien.ac.at … Exploring the opportunities offered by statistical semantics, we revisit text-based retrieval on two very different domains (social im- age as well as patent retrieval) in order to provide a comparative analysis of the efficiency and effectiveness of the analyzed methods. … Related articles

**Automatic induction of German aspectual verb classes in a distributional framework** J Hermes, M Richter, C Neuefeind – gscl2015.inf.uni-due.de … The present study in the frame- work of a vector space model is also driven by the Statistical Semantics Hypothesis (Weaver, 1955; Furnas et al., 1983; Turney and Pantel, 2010) which states that linguistic meaning can be derived from statistical linguistic patterns. … Cited by 1 Related articles All 2 versions

**Toward optimized multimodal concept indexing** N Rekabsaz, R Bierig, M Lupu, A Hanbury – Semanitic Keyword-based …, 2015 – Springer … In: Proceedings of Conference on Information and Knowledge Management (2007). 19. Rekabsaz, N., Bierig, R., Ionescu, B., Hanbury, A., Lupu, M.: On the use of statistical semantics for metadata-based social image retrieval. … Related articles All 3 versions

**Use of Natural Language Processing to Discover Evidence of Systems Thinking** NP Whitehead, WT Scherer, MC Smith – 2015 – ieeexplore.ieee.org … Planning a vacation or planning terrorism?) [6], [7]. Turney and Pantel called the theme that underlies these natural language approaches statistical semantics hypothesis: statistical patterns of human word usage that can be used to discern what people mean. … Cited by 1 Related articles All 2 versions

**Tackling variety in event-based systems** S Hasan, E Curry – Proceedings of the 9th ACM International Conference …, 2015 – dl.acm.org … This particular observation is the tenet of a class of approaches within computational lin- guistics known as statistical semantics or distributional se- mantics. Statistical semantics is based on the distributional hypothesis which … Related articles All 4 versions

**Classification of German verbs using nouns in argument positions and aspectual features**. M Richter, J Hermes – NetWordS, 2015 – pdfs.semanticscholar.org … The present study in the framework of a vector space model is also driven by the Statistical Semantics Hypothesis (Weaver, 1955; Furnas et al., 1983; Turney and Pantel, 2010) which states that linguistic meaning can be derived from statistic linguistic patterns. … Cited by 2 Related articles All 4 versions

**Models of semantic memory** MN Jones, JA Willits, S Dennis… – Oxford Handbook of …, 2015 – books.google.com Page 253. CHAPTER 11 Michael N. Jones, Jon Willits, and Simon Dennis Models of Semantic Memory Abstract developments in semantic modeling. Meaning is a fundamental component of nearly all aspects of human cognition … Cited by 19 Related articles All 5 versions

**Topic Modelling Used to Improve Arabic Web Pages Clustering** H Alghamdi, A Selamat – Cloud Computing (ICCC), 2015 …, 2015 – ieeexplore.ieee.org … Representation,” Am. Psychol. Assoc., vol. 114, no. 2, pp. 211–244, Apr. 2007. [20] AK Farahat and MS Kamel, “Statistical Semantics for Enhancing Document Clustering,” Knowl. Inf. Syst., vol. 28, no. 2, pp. 365–393, Dec. 2011. [21 … Related articles All 2 versions

**Document representation with statistical word senses in cross-lingual document clustering** G Tang, Y Xia, E Cambria, P Jin… – International Journal of …, 2015 – World Scientific Page 1. Document Representation with Statistical Word Senses in Cross-Lingual Document Clustering Guoyu Tang* and Yunqing Xia † Department of Computer Science and Technology TNList, Tsinghua University Beijing … Cited by 4 Related articles All 11 versions

**KIPTC: a kernel information propagation tag clustering algorithm** G Xu, Y Zong, P Jin, R Pan, Z Wu – Journal of Intelligent Information …, 2015 – Springer … such as the similarity calculation of tag vectors. Therefore, clustering is often employed to capture the topical aggregates of tags, ie one kind of statistical semantics of tags. In real applications, we usually decompose the tripartite … Cited by 4 Related articles All 6 versions

**Sunlight: Fine-grained targeting detection at scale with statistical confidence** M Lecuyer, R Spahn, Y Spiliopolous… – Proceedings of the …, 2015 – dl.acm.org Page 1. Sunlight: Fine-grained Targeting Detection at Scale with Statistical Confidence Mathias Lecuyer, Riley Spahn, Yannis Spiliopoulos, Augustin Chaintreau, Roxana Geambasu, and Daniel Hsu (mathias,riley,yannis,augustin,roxana,djhsu@cs.columbia.edu) … Cited by 13 Related articles All 8 versions

**Enhancing user search experience in digital libraries with rotated latent semantic indexing** S Polyakov – Proceedings of the Association for Information …, 2015 – Wiley Online Library … doi:10.1057/ejis.2010.61; Furnas, GW, Gomez, LM, Dumais, ST, & Landauer, TK (1983). Human factors and behavioral science: Statistical semantics: Analysis of the potential performance of key-word information systems. Bell System Technical Journal, 62(6), 1753–1806. … Related articles All 3 versions

**A systematic literature review of Linked Data?based recommender systems** C Figueroa, I Vagliano, OR Rocha… – Concurrency and …, 2015 – Wiley Online Library Our site uses cookies to improve your experience. You can find out more about our use of cookies in About Cookies, including instructions on how to turn off cookies if you wish to do so. By continuing to browse this site you agree … Cited by 2 Related articles All 3 versions

**Sentiment Analysis with Gated Recurrent Units** S Biswas, E Chadda, F Ahmad – krishisanskriti.org … ACL 2011) [12] Alec Radford, https://github.com/IndicoDataSolutions/Passage [13] ?eh??ek, R., & Sojka, P. (2011). Gensim—Statistical Semantics in Python. Page 5. Sentiment Analysis with Gated Recurrent Units 63 Advances … Related articles

**TUW @mediaeval 2015 retrieving diverse social images task** S Sabetghadam, J Palotti, N Rekabsaz, M Lupu… – Larson et al.[11 …, 2015 – ceur-ws.org … In MediaEval, 2014. [8] N. Rekabsaz, R. Bierig, B. Ionescu, A. Hanbury, and M. Lupu. On the use of statistical semantics for metadata-based social image retrieval. In CBMI, 2014. [9] E. Vee, U. Srivastava, J. Shanmugasundaram, P. Bhat, and SA Yahia. … Related articles All 4 versions

**Endorsing Supercomputing Applications to Java Language** A Cheptsov, B Koller – Sustained Simulation Performance 2014, 2015 – Springer … change this situation. The main goal of the dissemination activities is to promote MPI to the web application communities owning data-intensive use cases, such as Statistical Semantics and Reasoning[24]. Introducing new tools … Related articles All 3 versions

**Models of Semantic Memory** MN Jones, J Willits, S Dennis – languagelearninglab.org Page 1. CHAPTER 11 Models of Semantic Memory Michael N. Jones, Jon Willits, and Simon Dennis Abstract Meaning is a fundamental component of nearly all aspects of human cognition, but formal models of semantic memory … Related articles All 2 versions

**Locally adaptive density ratio for detecting novelty in twitter streams** YQ Miao, AK Farahat, MS Kamel – Proceedings of the 24th International …, 2015 – dl.acm.org Page 1. Locally Adaptive Density Ratio for Detecting Novelty in Twitter Streams Yun-Qian Miao University of Waterloo Waterloo, Ontario, Canada. N2L 3G1 yqmiao@uwaterloo.ca Ahmed K. Farahat University of Waterloo Waterloo, Ontario, Canada. … Cited by 3 Related articles All 2 versions

**Prediction of physiological subsystem failure and its impact in the prediction of patient mortality** KC Barajas, R Akella – Big Data (Big Data), 2015 IEEE …, 2015 – ieeexplore.ieee.org Page 1. 2015 IEEE International Conference on Big Data (Big Data) 978-1-4799-9926- 2/15/$31.00 ©2015 IEEE 1025 Prediction of Physiological Subsystem Failure and its Impact in the prediction of Patient Mortality Karla Caballero … Related articles All 2 versions

**Semantic similarity from natural language and ontology analysis** S Harispe, S Ranwez, S Janaqi… – Synthesis Lectures on …, 2015 – morganclaypool.com Page 1. Semantic Similarity from Natural Language and Ontology Analysis Sébastien Harispe Sylvie Ranwez Stefan Janaqi Jacky Montmain HAR ISP E SE MAN T IC SIMIL AR IT Y FR OM N A T UR AL L ANGU A GE AND ON T OL O GY AN AL YSIS MO R GAN & CL A YPOO L … Cited by 20 Related articles All 6 versions

**Modelling Syntactic and Semantic Tasks with Linguistically Enriched Recursive Neural Networks** J Mallinson – 2015 – pdfs.semanticscholar.org … 7 2.3.2 Statistical Semantics . . . . . … procedures are used. 2.3.2 Statistical Semantics The focus and success within NLP on semantics have been split between sentiment analysis and semantic role labelling (SRL). Neither approach is model theoretical and … Related articles All 3 versions

**Finding Paraphrase Facts Based on Coordinate Relationships** M Zhao, H Ohshima, K Tanaka – International Conference on Database …, 2015 – Springer … Thus, we can capture more paraphrases by mining the expressions of coordinate entity tuples. The distributional hypothesis, attributed to Harris [ 12 ], has been the basis for Statistical Semantics. It states that words that occur in the same contexts tend to have similar meanings. … Related articles

**Query Paraphrasing Towards Better Search by Incorporating Coordinate Relationship** M ZHAO, H OHSHIMA, K TANAKA – db-event.jpn.org … Thus, we can capture more paraphrases by mining the expressions of coordinate entity tuples. The distributional hypothesis, attributed to Harris[11], has been the basis for Statistical Semantics. It states that words that occur in the same contexts tend to have similar meanings. … Related articles

**Identifying Patterns of Epistemic Organization through Network-Based Analysis of Text Corpora** AG Ghanem – 2015 – rave.ohiolink.edu Page 1. Page 2. Identifying Patterns of Epistemic Organization through Network-Based Analysis of Text Corpora A dissertation submitted to the Graduate School of the University of Cincinnati in partial fulfillment of the requirements for the degree of Doctor of Philosophy … Cited by 1 Related articles All 2 versions

**Smooth, identifiable supermodels of discrete DAG models with latent variables** RJ Evans, TS Richardson – arXiv preprint arXiv:1511.06813, 2015 – arxiv.org Page 1. arXiv:1511.06813v1 [math.ST] 21 Nov 2015 Smooth, identifiable supermodels of discrete DAG models with latent variables Robin J. Evans Department of Statistics University of Oxford evans@stats.ox.ac.uk Thomas … Related articles All 2 versions

**A model for information retrieval driven by conceptual spaces** D Tanase – 2015 – westminsterresearch.wmin.ac.uk Page 1. WestminsterResearch http://www.westminster.ac.uk/research/ westminsterresearch A model for information retrieval driven by conceptual spaces Diana Tanase Faculty of Social Sciences and Humanities This is an electronic … Related articles All 3 versions

**Sentential query rewriting via mutual reinforcement of paraphrase-coordinate relationships** M Zhao, H Ohshima, K Tanaka – … of the 17th International Conference on …, 2015 – dl.acm.org … On the other hand, for tuple (ap- ples,pectin), templates with “×”s generate its context, such as X are packed with Y, X are a rich source of Y and so forth. The distributional hypothesis [9] has been the basis for statistical semantics. … Cited by 2 Related articles

**Analyzing discourse communities with distributional semantic models** I Brigadir, D Greene, P Cunningham – Proceedings of the ACM Web …, 2015 – dl.acm.org … This work proposes using word similarities from statistical semantics grounded in the Distributional Hypothesis, popularized by Firth [12] and adopts elements of the discourse-historical approach [33], a methodology that is problem-oriented, in- terdisciplinary, and recommends … Cited by 2 Related articles All 7 versions

**Leveraging High-Performance Computing Infrastructures to Web Data Analytic Applications by Means of Message-Passing Interface** A Cheptsov, B Koller – Modeling and Processing for Next-Generation Big- …, 2015 – Springer … space models. In: Proc. of the ACL 2010 System Demonstrations, pp. 30–35 (2010) 43. Assel, M., et al.: MPI realization of high performance search for querying large RDF graphs using statistical semantics. In: Proc. The 1st … Related articles All 3 versions

**Exploring potential R&D collaboration partners through patent analysis based on bibliographic coupling and latent semantic analysis** I Park, Y Jeong, B Yoon, L Mortara – Technology Analysis & …, 2015 – Taylor & Francis Cited by 2 Related articles All 5 versions

**Unpacking Big Systems–Natural Language Processing Meets Network Analysis. A Study of Smart Grid Development in Denmark**. R Jurowetzki – A Study of Smart Grid Development in Denmark.( …, 2015 – papers.ssrn.com Page 1. Electronic copy available at: http://ssrn.com/abstract=2744519 Unpacking Big Systems – Natural Language Processing meets Network Analysis A Study of Smart Grid Development in Denmark Roman Jurowetzki SWPS 2015-15 (May) Page 2. … Related articles All 5 versions

**Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems** YN Chen – target, 2015 – cs.cmu.edu Page 1. Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems Yun-Nung (Vivian) Chen Ph.D. Thesis Proposal Thesis Committee: Dr. Alexander I. Rudnicky, Carnegie Mellon University … Cited by 1 Related articles All 10 versions

**Graphs for margins of Bayesian networks** RJ Evans – Scandinavian Journal of Statistics, 2015 – Wiley Online Library Page 1. Scandinavian Journal of Statistics doi: 10.1111/sjos.12194 © 2015 Board of the Foundation of the Scandinavian Journal of Statistics. Published by Wiley Publishing Ltd. Graphs for Margins of Bayesian Networks ROBIN … Cited by 2 Related articles All 5 versions

**A link-based approach to semantic relation analysis** X Cheng, D Miao, C Wang – Neurocomputing, 2015 – Elsevier The semantic relation analysis is an interesting issue in natural language processing. To capture the semantic relation between terms (words or phrases), variou. Related articles All 3 versions

**Understanding the impact of visual representation restrictiveness on experience sharing: An experimental assessment** E Alexander, S Bresciani, MJ Eppler – Journal of Visual Languages & …, 2015 – Elsevier … used as early as 1910 by sociologist Max Weber to examine press coverage of political issues in Germany, the content analysis methodology was substantially enriched and improved by Kaplan [56] who broadened its focus beyond statistical semantics toward qualitative … Related articles All 5 versions

**The Use Of Percussion In Therapy: A Realist Synthesis** W Matney – 2015 – kuscholarworks.ku.edu Page 1. THE USE OF PERCUSSION IN THERAPY: A REALIST SYNTHESIS BY Copyright 2015 WILLIAM BROOKS MATNEY MA, Texas Woman’s University, 2004 BS, Texas Woman’s University, 2001 Submitted to the graduate … Related articles

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**Application of geogebra on euclidean geometry in rural high schools-Grade 11 learners** MZ Mthethwa – 2015 – 196.21.83.35 Page 1. i THE UNIVERSITY OF ZULULAND APPLICATION OF GEOGEBRA ON EUCLIDEAN GEOMETRY IN RURAL HIGH SCHOOLS – GRADE 11 LEARNERS By MZ MTHETHWA A Dissertation submitted to the Faculty of Education …

**Product Commercials As Lifestyle Representations: A Study On White Goods And Automobile Commercials In Turkey Between …** RD ORAKLIBEL – 2015 – etd.lib.metu.edu.tr Page 1. PRODUCT COMMERCIALS AS LIFESTYLE REPRESENTATIONS: A STUDY ON WHITE GOODS AND AUTOMOBILE COMMERCIALS IN TURKEY BETWEEN 1980-2012 A THESIS SUBMITTED TO THE GRADUATE … Related articles

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