Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
The structure-mapping engine: algorithm and examples
Artificial Intelligence
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Evaluating text categorization
HLT '91 Proceedings of the workshop on Speech and Natural Language
Experiment on linguistically-based term associations
Information Processing and Management: an International Journal
Overview of the second text retrieval conference (TREC-2)
TREC-2 Proceedings of the second conference on Text retrieval conference
Fluid concepts and creative analogies: computer models of the fundamental mechanisms of thought
Fluid concepts and creative analogies: computer models of the fundamental mechanisms of thought
Matrix computations (3rd ed.)
An experimental study of factors important in document ranking
Proceedings of the 9th annual international ACM SIGIR conference on Research and development in information retrieval
ACM SIGIR Forum
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Learning dictionaries for information extraction by multi-level bootstrapping
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
SIGDOC '86 Proceedings of the 5th annual international conference on Systems documentation
Latent semantic space: iterative scaling improves precision of inter-document similarity measurement
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Modern Information Retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Automatic labeling of semantic roles
Computational Linguistics
An Information-Theoretic Definition of Similarity
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Kernel Principal Component Analysis
ICANN '97 Proceedings of the 7th International Conference on Artificial Neural Networks
Discovering word senses from text
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Coupled clustering: a method for detecting structural correspondence
The Journal of Machine Learning Research
Kernel methods for relation extraction
The Journal of Machine Learning Research
Lexical cohesion computed by thesaural relations as an indicator of the structure of text
Computational Linguistics
Automatic retrieval and clustering of similar words
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Semi-automatic recognition of noun modifier relationships
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
Algorithm for automatic interpretation of noun sequences
COLING '94 Proceedings of the 15th conference on Computational linguistics - Volume 2
Automatic acquisition of hyponyms from large text corpora
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
Finding parts in very large corpora
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
The descent of hierarchy, and selection in relational semantics
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Thumbs up or thumbs down?: semantic orientation applied to unsupervised classification of reviews
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Learning semantic constraints for the automatic discovery of part-whole relations
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Frequency estimates for statistical word similarity measures
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Counter-training in discovery of semantic patterns
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
HLT '93 Proceedings of the workshop on Human Language Technology
Corpus-based Learning of Analogies and Semantic Relations
Machine Learning
Models for the semantic classification of noun phrases
CLS '04 Proceedings of the HLT-NAACL Workshop on Computational Lexical Semantics
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Extended gloss overlaps as a measure of semantic relatedness
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Measuring semantic similarity by latent relational analysis
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A Noun-Predicate Bigram-Based Similarity Measure for Lexical Relations
GoTAL '08 Proceedings of the 6th international conference on Advances in Natural Language Processing
Learning semantic relatedness from term discrimination information
Expert Systems with Applications: An International Journal
Semantic Relatedness Measure Using Object Properties in an Ontology
ISWC '08 Proceedings of the 7th International Conference on The Semantic Web
Measuring the similarity between implicit semantic relations using web search engines
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Measuring the similarity between implicit semantic relations from the web
Proceedings of the 18th international conference on World wide web
Metaphor-based meaning excavation
Information Sciences: an International Journal
Annotating and learning compound noun semantics
ACL '07 Proceedings of the 45th Annual Meeting of the ACL: Student Research Workshop
WWW sits the SAT: Measuring Relational Similarity on the Web
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Mining the web for reciprocal relationships
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
A concept-centered approach to noun-compound interpretation
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Semantic classification with distributional kernels
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
A uniform approach to analogies, synonyms, antonyms, and associations
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Using lexical and relational similarity to classify semantic relations
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Co-occurrence contexts for noun compound interpretation
MWE '07 Proceedings of the Workshop on a Broader Perspective on Multiword Expressions
The latent relation mapping engine: algorithm and experiments
Journal of Artificial Intelligence Research
Wikipedia-based semantic interpretation for natural language processing
Journal of Artificial Intelligence Research
Query by analogical example: relational search using web search engine indices
Proceedings of the 18th ACM conference on Information and knowledge management
One distributional memory, many semantic spaces
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
BagPack: a general framework to represent semantic relations
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Disambiguating hypernym relations for Roget's thesaurus
TSD'07 Proceedings of the 10th international conference on Text, speech and dialogue
Towards a matrix-based distributional model of meaning
HLT-SRWS '10 Proceedings of the NAACL HLT 2010 Student Research Workshop
A taxonomy, dataset, and classifier for automatic noun compound interpretation
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Creating robust supervised classifiers via web-scale N-gram data
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
ISI: Automatic classification of relations between nominals using a maximum entropy classifier
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
Text relatedness based on a word thesaurus
Journal of Artificial Intelligence Research
From frequency to meaning: vector space models of semantics
Journal of Artificial Intelligence Research
A mixture model with sharing for lexical semantics
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Automatically acquiring a semantic network of related concepts
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Using local alignments for relation recognition
Journal of Artificial Intelligence Research
Ontology selection ranking model for knowledge reuse
Expert Systems with Applications: An International Journal
A comparison of word similarity measures for noun compound disambiguation
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Distributional memory: A general framework for corpus-based semantics
Computational Linguistics
Web Semantics: Science, Services and Agents on the World Wide Web
Using graph based method to improve bootstrapping relation extraction
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part II
Identifying candidates for design-by-analogy
Computers in Industry
Modeling reciprocity in social interactions with probabilistic latent space models
Natural Language Engineering
Taxonomy induction based on a collaboratively built knowledge repository
Artificial Intelligence
Composing and updating verb argument expectations: a distributional semantic model
CMCL '11 Proceedings of the 2nd Workshop on Cognitive Modeling and Computational Linguistics
How we BLESSed distributional semantic evaluation
GEMS '11 Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics
Cross-cutting models of lexical semantics
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
A framework for semantic discovery of web services
iUBICOM'10 Proceedings of the 5th international conference on Ubiquitous and Collaborative Computing
Natural language technology and query expansion: issues, state-of-the-art and perspectives
Journal of Intelligent Information Systems
Cross-Language Latent Relational Search between Japanese and English Languages Using a Web Corpus
ACM Transactions on Asian Language Information Processing (TALIP)
Bootstrapping a Game with a Purpose for Commonsense Collection
ACM Transactions on Intelligent Systems and Technology (TIST)
Interruption theory for improving work efficiency by reasoning workflow
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Regular polysemy: a distributional model
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
SemEval-2012 task 2: measuring degrees of relational similarity
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Domain and function: a dual-space model of semantic relations and compositions
Journal of Artificial Intelligence Research
A comparison of vector-based representations for semantic composition
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Polarity inducing latent semantic analysis
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Sentimantics: conceptual spaces for lexical sentiment polarity representation with contextuality
WASSA '12 Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis
Improving relational similarity measurement using symmetries in proportional word analogies
Information Processing and Management: an International Journal
Semantic interpretation of noun compounds using verbal and other paraphrases
ACM Transactions on Speech and Language Processing (TSLP) - Special issue on multiword expressions: From theory to practice and use, part 2
Leveraging concept-based approaches to identify potential phyto-therapies
Journal of Biomedical Informatics
Mining for analogous tuples from an entity-relation graph
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Hi-index | 0.00 |
There are at least two kinds of similarity. Relational similarity is correspondence between relations, in contrast with attributional similarity, which is correspondence between attributes. When two words have a high degree of attributional similarity, we call them synonyms. When two pairs of words have a high degree of relational similarity, we say that their relations are analogous. For example, the word pair mason:stone is analogous to the pair carpenter:wood. This article introduces Latent Relational Analysis (LRA), a method for measuring relational similarity. LRA has potential applications in many areas, including information extraction, word sense disambiguation, and information retrieval. Recently the Vector Space Model (VSM) of information retrieval has been adapted to measuring relational similarity, achieving a score of 47% on a collection of 374 college-level multiple-choice word analogy questions. In the VSM approach, the relation between a pair of words is characterized by a vector of frequencies of predefined patterns in a large corpus. LRA extends the VSM approach in three ways: (1) The patterns are derived automatically from the corpus, (2) the Singular Value Decomposition (SVD) is used to smooth the frequency data, and (3) automatically generated synonyms are used to explore variations of the word pairs. LRA achieves 56% on the 374 analogy questions, statistically equivalent to the average human score of 57%. On the related problem of classifying semantic relations, LRA achieves similar gains over the VSM.