Optimization of control parameters for genetic algorithms
IEEE Transactions on Systems, Man and Cybernetics
Constructing literature abstracts by computer: techniques and prospects
Information Processing and Management: an International Journal - Special issue on natural language processing and information retrieval
Proceedings of the third international conference on Genetic algorithms
Machine learning
The use of phrases and structured queries in information retrieval
SIGIR '91 Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval
C4.5: programs for machine learning
C4.5: programs for machine learning
The identification of important concepts in highly structured technical papers
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Viewing morphology as an inference process
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
A trainable document summarizer
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic condensation of electronic publications by sentence selection
Information Processing and Management: an International Journal - Special issue: summarizing text
Machine Learning
A statistical learning approach to automatic indexing of controlled index terms
Journal of the American Society for Information Science
Machine Learning for the Detection of Oil Spills in Satellite Radar Images
Machine Learning - Special issue on applications of machine learning and the knowledge discovery process
New Methods in Automatic Extracting
Journal of the ACM (JACM)
Improving browsing in digital libraries with keyphrase indexes
Decision Support Systems - From information retrieval to knowledge management: enabling technologies and best practices
A Unified Approach to Automatic Indexing and Information Retrieval
IEEE Expert: Intelligent Systems and Their Applications
Domain-Specific Keyphrase Extraction
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Syntactic approaches to automatic book indexing
ACL '88 Proceedings of the 26th annual meeting on Association for Computational Linguistics
SRA: description of the SRA system as used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
An empirical evaluation of bagging and boosting
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Scalable browsing for large collections: a case study
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Human evaluation of Kea, an automatic keyphrasing system
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
Journal of the American Society for Information Science and Technology
Mining the Web for Synonyms: PMI-IR versus LSA on TOEFL
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
Extracting Keyphrases from Spoken Audio Documents
Information Retrieval Techniques for Speech Applications [this book is based on the workshop “Information Retrieval Techniques for Speech Applications”, held as part of the 24th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval in New Orleans, USA, in September 2001].
Automatic Keyword Extraction Using Domain Knowledge
CICLing '01 Proceedings of the Second International Conference on Computational Linguistics and Intelligent Text Processing
Using Noun Phrase Heads to Extract Document Keyphrases
AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Évaluation d'un Système pour le Résumé Automatique de Documents Électroniques
AI '01 Proceedings of the 14th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Text Summarization as Controlled Search
AI '02 Proceedings of the 15th Conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
WWW '03 Proceedings of the 12th international conference on World Wide Web
An Adaptable Search System for Collections of Partially Structured Documents
IEEE Intelligent Systems
KPSpotter: a flexible information gain-based keyphrase extraction system
WIDM '03 Proceedings of the 5th ACM international workshop on Web information and data management
Enhanced web document retrieval using automatic query expansion
Journal of the American Society for Information Science and Technology
Using keyphrases as search result surrogates on small screen devices
Personal and Ubiquitous Computing
Robust discourse parsing via discourse markers, topicality and position
Natural Language Engineering
Managing distributed collections: evaluating web page changes, movement, and replacement
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Dynamically growing hypertext collections
Proceedings of the fifteenth ACM conference on Hypertext and hypermedia
World Wide Web
Developing practical automatic metadata assignment and evaluation tools for internet resources
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
Discovering "title-like" terms
Information Processing and Management: an International Journal
Narrative text classification for automatic key phrase extraction in web document corpora
Proceedings of the 7th annual ACM international workshop on Web information and data management
Domain-specific keyphrase extraction
Proceedings of the 14th ACM international conference on Information and knowledge management
Automatic construction of multifaceted browsing interfaces
Proceedings of the 14th ACM international conference on Information and knowledge management
Combining linguistic and machine learning techniques for email summarization
ConLL '01 Proceedings of the 2001 workshop on Computational Natural Language Learning - Volume 7
GIST-IT: summarizing email using linguistic knowledge and machine learning
HLTKM '01 Proceedings of the workshop on Human Language Technology and Knowledge Management - Volume 2001
A language model approach to keyphrase extraction
MWE '03 Proceedings of the ACL 2003 workshop on Multiword expressions: analysis, acquisition and treatment - Volume 18
Improved automatic keyword extraction given more linguistic knowledge
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Finding nuggets in documents: A machine learning approach
Journal of the American Society for Information Science and Technology
Finding advertising keywords on web pages
Proceedings of the 15th international conference on World Wide Web
Shallow NLP techniques for internet search
ACSC '06 Proceedings of the 29th Australasian Computer Science Conference - Volume 48
Identifying important concepts from medical documents
Journal of Biomedical Informatics
Generating efficient labels to facilitate web accessibility
Proceedings of the 16th international conference on World Wide Web
Keywords given by authors of scientific articles in database descriptors
Journal of the American Society for Information Science and Technology
Wikify!: linking documents to encyclopedic knowledge
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Leveraging context in user-centric entity detection systems
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
People search: Searching people sharing similar interests from the Web
Journal of the American Society for Information Science and Technology
Using the wisdom of the crowds for keyword generation
Proceedings of the 17th international conference on World Wide Web
Psst: a web-based system for tracking political statements
Proceedings of the 17th international conference on World Wide Web
Discovering key concepts in verbose queries
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
AUTOMATIC MACHINE LEARNING OF KEYPHRASE EXTRACTION FROM SHORT HTML DOCUMENTS WRITTEN IN HEBREW
Cybernetics and Systems
Automatic keyphrase extraction from scientific documents using N-gram filtration technique
Proceedings of the eighth ACM symposium on Document engineering
Site-Independent Template-Block Detection
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
KP-Miner: A keyphrase extraction system for English and Arabic documents
Information Systems
Connecting Legacy Code, Business Rules and Documentation
RuleML '08 Proceedings of the International Symposium on Rule Representation, Interchange and Reasoning on the Web
An Automatic Online News Topic Keyphrase Extraction System
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Estimating the impressionrank of web pages
Proceedings of the 18th international conference on World wide web
Experiment Research on Feature Selection and Learning Method in Keyphrase Extraction
ICCPOL '09 Proceedings of the 22nd International Conference on Computer Processing of Oriental Languages. Language Technology for the Knowledge-based Economy
Adaptive Web SitesA Knowledge Extraction from Web Data Approach
Proceedings of the 2008 conference on Adaptive Web Sites: A Knowledge Extraction from Web Data Approach
Keyphrase extraction for labeling a website topic hierarchy
Proceedings of the 11th International Conference on Electronic Commerce
Detecting multiple facets of an event using graph-based unsupervised methods
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
CollabRank: towards a collaborative approach to single-document keyphrase extraction
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Automatic single-document key fact extraction from newswire articles
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
A probabilistic framework for automatic term recognition
Intelligent Data Analysis
Graph-based keyword extraction for single-document summarization
MMIES '08 Proceedings of the Workshop on Multi-source Multilingual Information Extraction and Summarization
Improving similarity measures for short segments of text
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Single document keyphrase extraction using neighborhood knowledge
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Unsupervised approaches for automatic keyword extraction using meeting transcripts
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Coherent keyphrase extraction via web mining
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Automatic Keyphrase Extraction with a Refined Candidate Set
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Full-Subtopic Retrieval with Keyphrase-Based Search Results Clustering
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
The impact of document structure on keyphrase extraction
Proceedings of the 18th ACM conference on Information and knowledge management
Exploiting corpus-related ontologies for conceptualizing document corpora
Journal of the American Society for Information Science and Technology
Automatic Keyphrase Extraction from Medical Documents
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
Exploiting neighborhood knowledge for single document summarization and keyphrase extraction
ACM Transactions on Information Systems (TOIS)
Using speech recognition and intelligent search tools to enhance information accessibility
UAHCI'07 Proceedings of the 4th international conference on Universal access in human-computer interaction: applications and services
Collaborative junk e-mail filtering based on multi-agent systems
HSI'03 Proceedings of the 2nd international conference on Human.society@internet
Keyword extraction for social snippets
Proceedings of the 19th international conference on World wide web
Ontology learning for search applications
OTM'07 Proceedings of the 2007 OTM Confederated international conference on On the move to meaningful internet systems: CoopIS, DOA, ODBASE, GADA, and IS - Volume Part I
A collaborative semantic web layer to enhance legacy systems
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Key phrase extraction: a hybrid assignment and extraction approach
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Automatic generation of personalized annotation tags for Twitter users
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
A new approach to improving multilingual summarization using a genetic algorithm
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
DERIUNLP: A context based approach to automatic keyphrase extraction
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
SJTULTLAB: Chunk based method for keyphrase extraction
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
Ranking-constrained keyword sequence extraction from web documents
ADC '09 Proceedings of the Twentieth Australasian Conference on Australasian Database - Volume 92
Automatic keyphrase extraction via topic decomposition
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Pattern based keyword extraction for contextual advertising
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
A language model approach for tag recommendation
Expert Systems with Applications: An International Journal
Advertising keywords extraction from web pages
WISM'10 Proceedings of the 2010 international conference on Web information systems and mining
Conundrums in unsupervised keyphrase extraction: making sense of the state-of-the-art
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
A novel approach to keyphrase extraction using augmented transition networks and statistical tools
COMPUTE '11 Proceedings of the Fourth Annual ACM Bangalore Conference
Tagging web product titles based on hidden Markov model
Proceedings of the 2011 ACM Symposium on Applied Computing
Phrases as subtopical concepts in scholarly text
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Topical keyphrase extraction from Twitter
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Query by document via a decomposition-based two-level retrieval approach
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Automatic keyphrase extraction by bridging vocabulary gap
CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
Using semantic classes as document keywords
NLDB'11 Proceedings of the 16th international conference on Natural language processing and information systems
Efficient keyword extraction for meaningful document perception
Proceedings of the 11th ACM symposium on Document engineering
World Wide Web
Autonomous and adaptive identification of topics in unstructured text
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
Search and analysis of bankruptcy cause by classification network
MEDI'11 Proceedings of the First international conference on Model and data engineering
A distributed look-up architecture for text mining applications using MapReduce
Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis
Proceedings of the ACM fifth international workshop on Data and text mining in biomedical informatics
Advertising Keywords Recommendation for Short-Text Web Pages Using Wikipedia
ACM Transactions on Intelligent Systems and Technology (TIST)
A web content mining approach for tag cloud generation
Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
Creating a testbed for the evaluation of automatically generated back-of-the-book indexes
CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing
Automatic keyphrases extraction from document using neural network
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Ensemble learning for keyphrases extraction from scientific document
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Extracting search-focused key n-grams for relevance ranking in web search
Proceedings of the fifth ACM international conference on Web search and data mining
Mining the interests of Chinese microbloggers via keyword extraction
Frontiers of Computer Science in China
Web-based semantic analysis of chinese news video
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Automatic keyphrase extraction from chinese news documents
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Automatic extraction and learning of keyphrases from scientific articles
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
Keyword extraction using support vector machine
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
CorePhrase: keyphrase extraction for document clustering
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
A simple word trigger method for social tag suggestion
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Using COTS search engines and custom query strategies at CLEF
CLEF'04 Proceedings of the 5th conference on Cross-Language Evaluation Forum: multilingual Information Access for Text, Speech and Images
Unsupervised keyphrase extraction for search ontologies
NLDB'06 Proceedings of the 11th international conference on Applications of Natural Language to Information Systems
Improving persian text classification using persian thesaurus
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
MFSRank: an unsupervised method to extract keyphrases using semantic information
MICAI'11 Proceedings of the 10th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Constructing personal knowledge base: automatic key-phrase extraction from multiple-domain web pages
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Learning to extract coherent keyphrases from online news
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
A semi-supervised approach for key-synset extraction to be used in word sense disambiguation
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Interpretation and trust: designing model-driven visualizations for text analysis
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
The problem of bias in training data in regression problems in medical decision support
Artificial Intelligence in Medicine
Statistical techniques for online personalized advertising: a survey
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Searching by corpus with fingerprints
Proceedings of the 15th International Conference on Extending Database Technology
Extracting keyphrase set with high diversity and coverage using structural SVM
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Concept extraction for online shopping
Proceedings of the 14th Annual International Conference on Electronic Commerce
Using Wikipedia concepts and frequency in language to extract key terms from support documents
Expert Systems with Applications: An International Journal
“Without the clutter of unimportant words”: Descriptive keyphrases for text visualization
ACM Transactions on Computer-Human Interaction (TOCHI)
Exploratory class-imbalanced and non-identical data distribution in automatic keyphrase extraction
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
An iterative approach to keywords extraction
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
Keyphrase extraction through query performance prediction
Journal of Information Science
Formalizing the get-specific document classification algorithm
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
Short-text domain specific key terms/phrases extraction using an n-gram model with wikipedia
Proceedings of the 21st ACM international conference on Information and knowledge management
EKAW'12 Proceedings of the 18th international conference on Knowledge Engineering and Knowledge Management
DIKEA: domain-independent keyphrase extraction algorithm
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
Combining Supervised Learning Techniques to Key-Phrase Extraction for Biomedical Full-Text
International Journal of Intelligent Information Technologies
NE-Rank: A Novel Graph-Based Keyphrase Extraction in Twitter
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Automatic keyphrase annotation of scientific documents using Wikipedia and genetic algorithms
Journal of Information Science
Constructing a dental implant ontology for domain specific clustering and life span analysis
Advanced Engineering Informatics
Can back-of-the-book indexes be automatically created?
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Expert Systems with Applications: An International Journal
Integrating semantic relatedness and words' intrinsic features for keyword extraction
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Topic segmentation and labeling in asynchronous conversations
Journal of Artificial Intelligence Research
Effective named entity recognition for idiosyncratic web collections
Proceedings of the 23rd international conference on World wide web
Contextual keyword extraction by building sentences with crowdsourcing
Multimedia Tools and Applications
Journal of Information Science
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Many academic journals ask their authors to provide a list of about five to fifteen keywords, to appear on the first page of each article. Since these key words are often phrases of two or more words, we prefer to call them keyphrases. There is a wide variety of tasks for which keyphrases are useful, as we discuss in this paper. We approach the problem of automatically extracting keyphrases from text as a supervised learning task. We treat a document as a set of phrases, which the learning algorithm must learn to classify as positive or negative examples of keyphrases. Our first set of experiments applies the C4.5 decision tree induction algorithm to this learning task. We evaluate the performance of nine different configurations of C4.5. The second set of experiments applies the GenEx algorithm to the task. We developed the GenEx algorithm specifically for automatically extracting keyphrases from text. The experimental results support the claim that a custom-designed algorithm (GenEx), incorporating specialized procedural domain knowledge, can generate better keyphrases than a general-purpose algorithm (C4.5). Subjective human evaluation of the keyphrases generated by GenEx suggests that about 80% of the keyphrases are acceptable to human readers. This level of performance should be satisfactory for a wide variety of applications.