A self-organizing semantic map for information retrieval
SIGIR '91 Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval
Complementary structures in disjoint science literatures
SIGIR '91 Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval
Scatter/Gather: a cluster-based approach to browsing large document collections
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Bead: explorations in information visualization
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Query expansion using lexical-semantic relations
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Galaxy of news: an approach to visualizing and understanding expansive news landscapes
UIST '94 Proceedings of the 7th annual ACM symposium on User interface software and technology
Query expansion using local and global document analysis
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
An interactive system for finding complementary literatures: a stimulus to scientific discovery
Artificial Intelligence - Special issue on scientific discovery
An informal information-seeking environment
Journal of the American Society for Information Science - Special issue on current research in human-computer interaction
Learning to extract symbolic knowledge from the World Wide Web
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Internet browsing and searching: user evaluations of category map and concept space techniques
Journal of the American Society for Information Science - Special topic issue: artificial intelligence techniques for emerging information systems applications
Authoritative sources in a hyperlinked environment
Proceedings of the ninth annual ACM-SIAM symposium on Discrete algorithms
Modern Information Retrieval
Data Mining and Knowledge Discovery
Visualizing the non-visual: spatial analysis and interaction with information from text documents
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
A mixed-initiative planning approach to exploratory data analysis
A mixed-initiative planning approach to exploratory data analysis
Automatic acquisition of a large subcategorization dictionary from corpora
ACL '93 Proceedings of the 31st annual meeting on Association for Computational Linguistics
Toward an information visualization workspace: combining multiple means of expression
Human-Computer Interaction
ACM SIGKDD Explorations Newsletter
Evaluation of DEFINDER: a system to mine definitions from consumer-oriented medical text
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
Systems support for scalable data mining
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Evaluating the novelty of text-mined rules using lexical knowledge
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Mining from open answers in questionnaire data
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Hypertext and knowledge management
Proceedings of the 12th ACM conference on Hypertext and Hypermedia
Finding the flow in web site search
Communications of the ACM
Interpreting microarray expression data using text annotating the genes
Information Sciences—Applications: An International Journal
EDGAR-analyzer: automating the analysis of corporate data contained in the SEC's EDGAR database
Decision Support Systems - Web retrieval and mining
Automatic labeling of semantic roles
Computational Linguistics
Association Rule Extraction for Text Mining
FQAS '02 Proceedings of the 5th International Conference on Flexible Query Answering Systems
Text Mining at Detail Level Using Conceptual Graphs
ICCS '02 Proceedings of the 10th International Conference on Conceptual Structures: Integration and Interfaces
MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
Mining Knowledge from Text Collections Using Automatically Generated Metadata
PAKM '02 Proceedings of the 4th International Conference on Practical Aspects of Knowledge Management
Text Summarization in Data Mining
Soft-Ware 2002 Proceedings of the First International Conference on Computing in an Imperfect World
Finding Correlative Associations among News Topics
CICLing '01 Proceedings of the Second International Conference on Computational Linguistics and Intelligent Text Processing
DS '01 Proceedings of the 4th International Conference on Discovery Science
Passage-Based Document Retrieval as a Tool for Text Mining with User's Information Needs
DS '01 Proceedings of the 4th International Conference on Discovery Science
Mining Text Data: Special Features and Patterns
Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery
Medical Knowledge Acquisition from the Electronic Encyclopedia of China
AIME '01 Proceedings of the 8th Conference on AI in Medicine in Europe: Artificial Intelligence Medicine
Research Topics Discovery from WWW by Keywords Association Rules
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
A Statistical Approach to the Discovery of Ephemeral Associations among News Topics
DEXA '01 Proceedings of the 12th International Conference on Database and Expert Systems Applications
Industry: text mining with self-organizing maps
Handbook of data mining and knowledge discovery
Identifying semantic relations in text
Exploring artificial intelligence in the new millennium
Differentiating data- and text-mining terminology
SAICSIT '03 Proceedings of the 2003 annual research conference of the South African institute of computer scientists and information technologists on Enablement through technology
Experimental study of discovering essential information from customer inquiry
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Information extraction from case law and retrieval of prior cases
Artificial Intelligence - Special issue on AI and law
Intelligent knowledge extraction from the web
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems - Intelligent information systems
Extracting molecular binding relationships from biomedical text
ANLC '00 Proceedings of the sixth conference on Applied natural language processing
Anchor text mining for translation of Web queries: A transitive translation approach
ACM Transactions on Information Systems (TOIS)
Text mining: generating hypotheses from MEDLINE
Journal of the American Society for Information Science and Technology
Constructing an associative concept space for literature-based discovery
Journal of the American Society for Information Science and Technology
Journal of Biomedical Informatics
Graph-based text database for knowledge discovery
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
A cross-collection mixture model for comparative text mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Text analysis and knowledge mining system
IBM Systems Journal
A text-mining system for knowledge discovery from biomedical documents
IBM Systems Journal
Creation of an expert witness database through text mining
ICAIL '03 Proceedings of the 9th international conference on Artificial intelligence and law
Generating association graphs of non-cooccurring text objects using transitive methods
Proceedings of the 2005 ACM symposium on Applied computing
Factor matrix text filtering and clustering: Research Articles
Journal of the American Society for Information Science and Technology
Mining Text for Expert Witnesses
IEEE Software
Information Processing and Management: an International Journal
Automatic labeling of semantic roles
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
eLearning Assessment through Textual Analysis of Class Discussions
ICALT '05 Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies
Support Vector Learning for Semantic Argument Classification
Machine Learning
Discovering evolutionary theme patterns from text: an exploration of temporal text mining
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Web mining from competitors' websites
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Extracting statistical data frames from text
ACM SIGKDD Explorations Newsletter - Natural language processing and text mining
Taxonomy generation for text segments: A practical web-based approach
ACM Transactions on Information Systems (TOIS)
Handbook for Language Engineers edited by Ali Farghaly
Computational Linguistics
Maximal Association Rules: A Tool for Mining Associations in Text
Journal of Intelligent Information Systems
Exploring erotics in Emily Dickinson's correspondence with text mining and visual interfaces
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
IEEE Internet Computing
Towards applying text mining and natural language processing for biomedical ontology acquisition
TMBIO '06 Proceedings of the 1st international workshop on Text mining in bioinformatics
Validating associations in biological databases
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Deeper sentiment analysis using machine translation technology
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Intrusion detection in web applications using text mining
Engineering Applications of Artificial Intelligence
Text mining techniques for patent analysis
Information Processing and Management: an International Journal
P-TAG: large scale automatic generation of personalized annotation tags for the web
Proceedings of the 16th international conference on World Wide Web
Computational Linguistics
Integrating data and text mining processes for digital library applications
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Patent surrogate extraction and evaluation in the context of patent mapping
Journal of Information Science
Overview and semantic issues of text mining
ACM SIGMOD Record
Text Mining through Entity-Relationship Based Information Extraction
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Prototypical case mining from biomedical literature for bootstrapping a case base
Applied Intelligence
Easy web service discovery: A query-by-example approach
Science of Computer Programming
On the conceptual tag refinement
Proceedings of the 2008 ACM symposium on Applied computing
Query by example for web services
Proceedings of the 2008 ACM symposium on Applied computing
Generating Value from Textual Discovery
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
A Compact Arabic Lexical Semantics Language Resource Based on the Theory of Semantic Fields
GoTAL '08 Proceedings of the 6th international conference on Advances in Natural Language Processing
Gather customer concerns from online product reviews - A text summarization approach
Expert Systems with Applications: An International Journal
SPYWatch, Overcoming Linguistic Barriers in Information Management
EuroISI '08 Proceedings of the 1st European Conference on Intelligence and Security Informatics
Using Stemming Algorithms on a Grid Environment
High Performance Computing for Computational Science - VECPAR 2008
Literature mining method RaJoLink for uncovering relations between biomedical concepts
Journal of Biomedical Informatics
A sentence level probabilistic model for evolutionary theme pattern mining from news corpora
Proceedings of the 2009 ACM symposium on Applied Computing
Discovering implicit associations among critical biological entities
International Journal of Data Mining and Bioinformatics
RaJoLink: A Method for Finding Seeds of Future Discoveries in Nowadays Literature
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Mining soft-matching rules from textual data
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
A symbolic approach to automatic multiword term structuring
Computer Speech and Language
SWeMoF: A Semantic Framework to Discover Patterns in Learning Networks
EC-TEL '09 Proceedings of the 4th European Conference on Technology Enhanced Learning: Learning in the Synergy of Multiple Disciplines
Concept mining for indexing medical literature
Engineering Applications of Artificial Intelligence
Information Processing and Management: an International Journal
A method for generating plans for retail store improvements using text mining and conjoint analysis
Proceedings of the 2007 conference on Human interface: Part II
Corpus building for corporate knowledge discovery and management: a case study of manufacturing
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
Literature-based discovery by an enhanced information retrieval model
DS'07 Proceedings of the 10th international conference on Discovery science
Three fold system (3FS) for mental health domain
OTM'07 Proceedings of the 2007 OTM Confederated international conference on On the move to meaningful internet systems - Volume Part II
Methodological Review: Text mining for traditional Chinese medical knowledge discovery: A survey
Journal of Biomedical Informatics
Stalker: overcoming linguistic barriers in open source intelligence
International Journal of Networking and Virtual Organisations
EduMiner: Using text mining for automatic formative assessment
Expert Systems with Applications: An International Journal
Mining on terms extraction from web news
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume PartI
Instructional design for remedial English e-learning
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume Part II
A K-mixture connective-strength-based approach to automatic text summarisation
International Journal of Intelligent Systems Technologies and Applications
Discovering market trends in the biotechnology industry
International Journal of Business Intelligence and Data Mining
A text-based decision support system for financial sequence prediction
Decision Support Systems
GetItFull – a tool for downloading and pre-processing full-text journal articles
KDLL'06 Proceedings of the 2006 international conference on Knowledge Discovery in Life Science Literature
Categorizing unknown text segments for information extraction using a search result mining approach
IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
Semantic partitioning of web pages
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Local flow betweenness centrality for clustering community graphs
WINE'05 Proceedings of the First international conference on Internet and Network Economics
Using concept lattices for text retrieval and mining
Formal Concept Analysis
Concept mining for indexing medical literature
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Analysis of textual data with multiple classes
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
ISBMDA'05 Proceedings of the 6th International conference on Biological and Medical Data Analysis
The arrowsmith project: 2005 status report
DS'05 Proceedings of the 8th international conference on Discovery Science
Named relationship mining from medical literature
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
Collaborative discovery through biological language modeling interface
Ambient Intelligence in Everyday Life
Utilizing acquired healthcare knowledge, based on using electronic health records
USAB'11 Proceedings of the 7th conference on Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society: information Quality in e-Health
Annotating text segments using a web-based categorization approach
ICADL'05 Proceedings of the 8th international conference on Asian Digital Libraries: implementing strategies and sharing experiences
Decision support for improved service effectiveness using domain aware text mining
Knowledge-Based Systems
Network vulnerability analysis using text mining
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Design and implementation of an intelligent automatic question answering system based on data mining
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
The impact of semi-supervised clustering on text classification
Proceedings of the 17th Panhellenic Conference on Informatics
Knowledge discovery in inspection reports of marine structures
Expert Systems with Applications: An International Journal
Automatic text classification to support systematic reviews in medicine
Expert Systems with Applications: An International Journal
Text Mining in Bioinformatics: Research and Application
International Journal of Information Retrieval Research
Hi-index | 0.02 |
The possibilities for data mining from large text collections are virtually untapped. Text expresses a vast, rich range of information, but encodes this information in a form that is difficult to decipher automatically. Perhaps for this reason, there has been little work in text data mining to date, and most people who have talked about it have either conflated it with information access or have not made use of text directly to discover heretofore unknown information. In this paper I will first define data mining, information access, and corpus-based computational linguistics, and then discuss the relationship of these to text data mining. The intent behind these contrasts is to draw attention to exciting new kinds of problems for computational linguists. I describe examples of what I consider to be real text data mining efforts and briefly outline recent ideas about how to pursue exploratory data analysis over text.