Dynamic itemset counting and implication rules for market basket data
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Latent semantic indexing: a probabilistic analysis
PODS '98 Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Computational Methods for Intelligent Information Access
Supercomputing '95 Proceedings of the 1995 ACM/IEEE conference on Supercomputing
Foundations of statistical natural language processing
Foundations of statistical natural language processing
EuroWordNet: a multilingual database with lexical semantic networks
EuroWordNet: a multilingual database with lexical semantic networks
Learning Algorithms for Keyphrase Extraction
Information Retrieval
Advances in Neural Information Processing Systems 5, [NIPS Conference]
Automatic retrieval and clustering of similar words
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Word association norms, mutual information, and lexicography
ACL '89 Proceedings of the 27th annual meeting on Association for Computational Linguistics
IBM Systems Journal
A Hybrid Approach to Improving Automatic Speech Recognition Via NLP
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Extracting Social Networks Among Various Entities on the Web
ESWC '07 Proceedings of the 4th European conference on The Semantic Web: Research and Applications
Automatic Generation of Fine-Grained Representations of Learner Response Semantics
ITS '08 Proceedings of the 9th international conference on Intelligent Tutoring Systems
Lexical and Semantic Resources for NLP: From Words to Meanings
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part III
Extraction of Opposite Sentiments in Classified Free Format Text Reviews
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Is a Voting Approach Accurate for Opinion Mining?
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Unsupervised Discovery of Coordinate Terms for Multiple Aspects from Search Engine Query Logs
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Combining Local and Global Resources for Constructing an Error-Minimized Opinion Word Dictionary
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A Novel Composite Kernel Approach to Chinese Entity Relation Extraction
ICCPOL '09 Proceedings of the 22nd International Conference on Computer Processing of Oriental Languages. Language Technology for the Knowledge-based Economy
Towards the Selection of Induced Syntactic Relations
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Relieving Polysemy Problem for Synonymy Detection
EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
Comparing Different Properties Involved in Word Similarity Extraction
EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
Computing Knowledge-Based Semantic Similarity from the Web: An Application to the Biomedical Domain
KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management
Generalized syntactic and semantic models of query reformulation
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Bilingual sense similarity for statistical machine translation
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
The S-Space package: an open source package for word space models
ACLDemos '10 Proceedings of the ACL 2010 System Demonstrations
Automatic modeling of user's real world activities from the web for semantic IR
Proceedings of the 3rd International Semantic Search Workshop
A framework for privacy-conducive recommendations
Proceedings of the 9th annual ACM workshop on Privacy in the electronic society
Towards the automatic creation of a wordnet from a term-based lexical network
TextGraphs-5 Proceedings of the 2010 Workshop on Graph-based Methods for Natural Language Processing
Capturing nonlinear structure in word spaces through dimensionality reduction
GEMS '10 Proceedings of the 2010 Workshop on GEometrical Models of Natural Language Semantics
Predicting the semantic compositionality of prefix verbs
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Organizing query completions for web search
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Paraphrase alignment for synonym evidence discovery
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Thesaurus extension using web search engines
ICADL'10 Proceedings of the role of digital libraries in a time of global change, and 12th international conference on Asia-Pacific digital libraries
PAKDD'09 Proceedings of the 13th Pacific-Asia international conference on Knowledge discovery and data mining: new frontiers in applied data mining
Automatic distractor generation for domain specific texts
IceTAL'10 Proceedings of the 7th international conference on Advances in natural language processing
Evaluation of axiomatic approaches to crosslanguage retrieval
CLEF'09 Proceedings of the 10th cross-language evaluation forum conference on Multilingual information access evaluation: text retrieval experiments
Ontology-driven web-based semantic similarity
Journal of Intelligent Information Systems
Comparative evaluation of ontology-based Automatic Reference Tracking (ART)
International Journal of Networking and Virtual Organisations
Directional distributional similarity for lexical inference
Natural Language Engineering
A semantic similarity framework exploiting multiple parts-of speech
OTM'10 Proceedings of the 2010 international conference on On the move to meaningful internet systems: Part II
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Dynamic relationship and event discovery
Proceedings of the fourth ACM international conference on Web search and data mining
Materializing multi-relational databases from the web using taxonomic queries
Proceedings of the fourth ACM international conference on Web search and data mining
Onto.PT: Automatic Construction of a Lexical Ontology for Portuguese
Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
Learning web query patterns for imitating Wikipedia articles
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Search with synonyms: problems and solutions
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
MIEA: a mutual iterative enhancement approach for cross-domain sentiment classification
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Distributional memory: A general framework for corpus-based semantics
Computational Linguistics
Journal of Biomedical Informatics
Autopedia: automatic domain-independent Wikipedia article generation
Proceedings of the 20th international conference companion on World wide web
SCAD: collective discovery of attribute values
Proceedings of the 20th international conference on World wide web
Automatic extraction of acronym definitions from the Web
Applied Intelligence
Ontologizing concept maps using graph theory
Proceedings of the 2011 ACM Symposium on Applied Computing
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
A random walk algorithm for automatic construction of domain-oriented sentiment lexicon
Expert Systems with Applications: An International Journal
Resources for Turkish morphological processing
Language Resources and Evaluation
Is singular value decomposition useful for word similarity extraction?
Language Resources and Evaluation
Ontology population and enrichment: state of the art
Knowledge-driven multimedia information extraction and ontology evolution
A mobile touchable application for online topic graph extraction and exploration of web content
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: Systems Demonstrations
Extending predictive models of exploratory behavior to broader populations
UAHCI'11 Proceedings of the 6th international conference on Universal access in human-computer interaction: design for all and eInclusion - Volume Part I
Data representation in machine learning-based sentiment analysis of customer reviews
PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence
Learning top-k transformation rules
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Contextual ontology module learning from web snippets and past user queries
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
Redundancy and collaboration in wikibooks
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part I
Using the web to validate lexico-semantic relations
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Ontology-Based Feature Extraction
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
HSWS: enhancing efficiency of web search engine via semantic web
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Using pointwise mutual information to identify implicit features in customer reviews
ICCPOL'06 Proceedings of the 21st international conference on Computer Processing of Oriental Languages: beyond the orient: the research challenges ahead
Query similarity computing based on system similarity measurement
ICCPOL'06 Proceedings of the 21st international conference on Computer Processing of Oriental Languages: beyond the orient: the research challenges ahead
Language model mixtures for contextual ad placement in personal blogs
FinTAL'06 Proceedings of the 5th international conference on Advances in Natural Language Processing
Mining paraphrases from self-anchored web sentence fragments
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Corpus-based neural network method for explaining unknown words by wordnet senses
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
A nearest-neighbor method for resolving PP-Attachment ambiguity
IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
Learning relation axioms from text: An automatic Web-based approach
Expert Systems with Applications: An International Journal
Learning semantic features for action recognition via diffusion maps
Computer Vision and Image Understanding
Automatically determining allowable combinations of a class of flexible multiword expressions
CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing
Web scale competitor discovery using mutual information
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Enhancing clinical concept extraction with distributional semantics
Journal of Biomedical Informatics
TIWTE '11 Proceedings of the TextInfer 2011 Workshop on Textual Entailment
GEMS '11 Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics
Refining the notions of depth and density in WordNet-based semantic similarity measures
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Combining web-based searching with latent semantic analysis to discover similarity between phrases
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
Web mining techniques for automatic discovery of medical knowledge
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
Text representation by a computational model of reading
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Integrated agent-based approach for ontology-driven web filtering
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Semantic Processing of Legal Texts
Proceedings of the 2nd Temporal Web Analytics Workshop
A novel business cycle surveillance system using the query logs of search engines
Knowledge-Based Systems
Visibility analysis on the web using co-visibilities and semantic networks
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
Creating topic hierarchies for large medical libraries
KR4HC'09 Proceedings of the 2009 AIME international conference on Knowledge Representation for Health-Care: data, Processes and Guidelines
Computational models for incongruity detection in humour
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Discovering non-taxonomic relations from the web
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Application of a clustering method on sentiment analysis
Journal of Information Science
Automatically constructing concept hierarchies of health-related human goals
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Clustering techniques for open relation extraction
PhD '12 Proceedings of the on SIGMOD/PODS 2012 PhD Symposium
Automated functional testing of online search services
Software Testing, Verification & Reliability
Mining feature-opinion pairs and their reliability scores from web opinion sources
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Hybrid Method for Computing Word-Pair Similarity based on Web Content
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Hit count reliability: how much can we trust hit counts?
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Automatic discovery of fuzzy synsets from dictionary definitions
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Efficient searching top-k semantic similar words
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Personal Publication Assistant: Abstract recommendations by a cognitive model
Cognitive Systems Research
Ontology learning from text: A look back and into the future
ACM Computing Surveys (CSUR)
A framework for robust discovery of entity synonyms
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Word sense disambiguation as an integer linear programming problem
SETN'12 Proceedings of the 7th Hellenic conference on Artificial Intelligence: theories and applications
Towards efficient similar sentences extraction
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Target word selection in English to Persian translation using unsupervised approach
International Journal of Artificial Intelligence and Soft Computing
Semantically-grounded construction of centroids for datasets with textual attributes
Knowledge-Based Systems
Exploring content features for automated speech scoring
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Information Sciences: an International Journal
Maximizing benefits from crowdsourced data
Computational & Mathematical Organization Theory
Measuring semantic relatedness using multilingual representations
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
DeepPurple: estimating sentence semantic similarity using n-gram regression models and web snippets
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
UNT: a supervised synergistic approach to semantic text 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
CELI: an experiment with cross language textual entailment
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
French presidential elections: what are the most efficient measures for tweets?
Proceedings of the first edition workshop on Politics, elections and data
Scoring spoken responses based on content accuracy
Proceedings of the Seventh Workshop on Building Educational Applications Using NLP
Computational approaches to sentence completion
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
A challenge set for advancing language modeling
WLM '12 Proceedings of the NAACL-HLT 2012 Workshop: Will We Ever Really Replace the N-gram Model? On the Future of Language Modeling for HLT
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
Automatic evaluation of relation extraction systems on large-scale
AKBC-WEKEX '12 Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction
Context similarity measure using Fuzzy Formal Concept Analysis
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
A multisource context-dependent semantic distance between concepts
DEXA'07 Proceedings of the 18th international conference on Database and Expert Systems Applications
Preventing automatic user profiling in Web 2.0 applications
Knowledge-Based Systems
Exploring dictionary-based semantic relatedness in labeled tree data
Information Sciences: an International Journal
Computing similarity between items in a digital library of cultural heritage
Journal on Computing and Cultural Heritage (JOCCH)
Computing text semantic relatedness using the contents and links of a hypertext encyclopedia
Artificial Intelligence
Detecting sensitive information from textual documents: an information-theoretic approach
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
Sentiment classification: a combination of PMI, sentiwordnet and fuzzy function
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part II
An automatic approach for ontology-based feature extraction from heterogeneous textualresources
Engineering Applications of Artificial Intelligence
Semi-metric Networks for Recommender Systems
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Computing Semantic Relatedness Based on Search Result Analysis
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
PMING Distance: A Collaborative Semantic Proximity Measure
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
Using google n-grams to expand word-emotion association lexicon
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
Customer review summarization approach using Twitter and SentiWordNet
Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics
Graded relevance ranking for synonym discovery
Proceedings of the 22nd international conference on World Wide Web companion
Mining acronym expansions and their meanings using query click log
Proceedings of the 22nd international conference on World Wide Web
Mining entity attribute synonyms via compact clustering
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Unsupervised identification of synonymous query intent templates for attribute intents
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
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Proceedings of the 3rd International Workshop on Semantic Search Over the Web
Aggregated search: A new information retrieval paradigm
ACM Computing Surveys (CSUR)
Semantic smoothing for text clustering
Knowledge-Based Systems
An efficient Particle Swarm Optimization approach to cluster short texts
Information Sciences: an International Journal
Automatic task-based profile representation for content-based recommendation
International Journal of Knowledge-based and Intelligent Engineering Systems
Location based video navigation using task extracted from the web
International Journal of Knowledge-based and Intelligent Engineering Systems
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This paper presents a simple unsupervised learning algorithm for recognizing synonyms, based on statistical data acquired by querying a Web search engine. The algorithm, called PMI-IR, uses Pointwise Mutual Information (PMI) and Information Retrieval (IR) to measure the similarity of pairs of words. PMI-IR is empirically evaluated using 80 synonym test questions from the Test of English as a Foreign Language (TOEFL) and 50 synonym test questions from a collection of tests for students of English as a Second Language (ESL). On both tests, the algorithm obtains a score of 74%. PMI-IR is contrasted with Latent Semantic Analysis (LSA), which achieves a score of 64% on the same 80 TOEFL questions. The paper discusses potential applications of the new unsupervised learning algorithm and some implications of the results for LSA and LSI (Latent Semantic Indexing).