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
A probabilistic learning approach for document indexing
ACM Transactions on Information Systems (TOIS) - Special issue on research and development in information retrieval
An application of least squares fit mapping to text information retrieval
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Matrix computations (3rd ed.)
A Linear Least Squares Fit mapping method for information retrieval from natural language texts
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Noise reduction in a statistical approach to text categorization
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Training algorithms for linear text classifiers
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
A multilevel approach to intelligent information filtering: model, system, and evaluation
ACM Transactions on Information Systems (TOIS)
Inductive learning algorithms and representations for text categorization
Proceedings of the seventh international conference on Information and knowledge management
Context-sensitive learning methods for text categorization
ACM Transactions on Information Systems (TOIS)
A re-examination of text categorization methods
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Scalable association-based text classification
Proceedings of the ninth international conference on Information and knowledge management
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Concept-based knowledge discovery in texts extracted from the Web
ACM SIGKDD Explorations Newsletter
Text categorization for multi-page documents: a hybrid naive Bayes HMM approach
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
A meta-learning approach for text categorization
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Using LSI for text classification in the presence of background text
Proceedings of the tenth international conference on Information and knowledge management
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Classifying text documents by associating terms with text categories
ADC '02 Proceedings of the 13th Australasian database conference - Volume 5
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Personalized web search by mapping user queries to categories
Proceedings of the eleventh international conference on Information and knowledge management
Exploiting Hierarchy in Text Categorization
Information Retrieval
Text Categorization Based on Regularized Linear Classification Methods
Information Retrieval
Hidden Markov Models for Text Categorization in Multi-Page Documents
Journal of Intelligent Information Systems
Automatic Text Categorization and Its Application to Text Retrieval
IEEE Transactions on Knowledge and Data Engineering
Text classification using ESC-based stochastic decision lists
Information Processing and Management: an International Journal
Converting numerical classification into text classification
Artificial Intelligence
Evaluation and Construction of Training Corpuses for Text Classification: A Preliminary Study
NLDB '02 Proceedings of the 6th International Conference on Applications of Natural Language to Information Systems-Revised Papers
An Approach to Improve Text Classification Efficiency
ADBIS '02 Proceedings of the 6th East European Conference on Advances in Databases and Information Systems
A Linear Text Classification Algorithm Based on Category Relevance Factors
ICADL '02 Proceedings of the 5th International Conference on Asian Digital Libraries: Digital Libraries: People, Knowledge, and Technology
Predictive Self-Organizing Networks for Text Categorization
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Meta-learning Models for Automatic Textual Document Categorization
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Empirical Study of Recommender Systems Using Linear Classifiers
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Effective Methods for Improving Naive Bayes Text Classifiers
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Title Generation Using a Training Corpus
CICLing '01 Proceedings of the Second International Conference on Computational Linguistics and Intelligent Text Processing
Interact: A Staged Approach to Customer Service Automation
AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Feature Selection Using Association Word Mining for Classification
DEXA '01 Proceedings of the 12th International Conference on Database and Expert Systems Applications
Incremental context mining for adaptive document classification
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Robustness of regularized linear classification methods in text categorization
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Recommender systems using linear classifiers
The Journal of Machine Learning Research
Mining for interactive identification of users' information needs
Information Systems
CBC: Clustering Based Text Classification Requiring Minimal Labeled Data
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Personalized Web Search For Improving Retrieval Effectiveness
IEEE Transactions on Knowledge and Data Engineering
Effect of term distributions on centroid-based text categorization
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Informatics and computer science intelligent systems applications
Document classification using a finite mixture model
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
Event detection from online news documents for supporting environmental scanning
Decision Support Systems - Special issue: Knowledge management technique
An adaptive k-nearest neighbor text categorization strategy
ACM Transactions on Asian Language Information Processing (TALIP)
An evaluation of statistical spam filtering techniques
ACM Transactions on Asian Language Information Processing (TALIP)
Determining the fitness of a document model by using conflict instances
ADC '05 Proceedings of the 16th Australasian database conference - Volume 39
A Hierarchical Neural Network Document Classifier with Linguistic Feature Selection
Applied Intelligence
Applying semantic links for classifying web pages
IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence
Poisson naive Bayes for text classification with feature weighting
AsianIR '03 Proceedings of the sixth international workshop on Information retrieval with Asian languages - Volume 11
Contextual search and name disambiguation in email using graphs
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Some Effective Techniques for Naive Bayes Text Classification
IEEE Transactions on Knowledge and Data Engineering
Joint categorization of queries and clips for web-based video search
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
An intelligent web-page classifier with fair feature-subset selection
Engineering Applications of Artificial Intelligence
Fuzzy support vector machine for multi-class text categorization
Information Processing and Management: an International Journal
Intrusion detection in web applications using text mining
Engineering Applications of Artificial Intelligence
Scalable document classification
Intelligent Data Analysis
Journal of Management Information Systems
Information-theoretic semantic multimedia indexing
Proceedings of the 6th ACM international conference on Image and video retrieval
Combining Subclassifiers in Text Categorization: A DST-Based Solution and a Case Study
IEEE Transactions on Knowledge and Data Engineering
Expert Systems with Applications: An International Journal
Performance of KNN and SVM classifiers on full word Arabic articles
Advanced Engineering Informatics
Designing evolving user profile in e-CRM with dynamic clustering of Web documents
Data & Knowledge Engineering
A weight-based approach to information retrieval and relevance feedback
Expert Systems with Applications: An International Journal
Automatic classification of security messages based on text categorization
NOTERE '08 Proceedings of the 8th international conference on New technologies in distributed systems
CWC: A Clustering-Based Feature Weighting Approach for Text Classification
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
Automatic Hidden Web Database Classification
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Improving Text Summarization Using Noun Retrieval Techniques
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
INDUCTION FROM MULTI-LABEL EXAMPLES IN INFORMATION RETRIEVAL SYSTEMS: A CASE STUDY
Applied Artificial Intelligence
Two novel feature selection approaches for web page classification
Expert Systems with Applications: An International Journal
Gather customer concerns from online product reviews - A text summarization approach
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Feature selection for text classification with Naïve Bayes
Expert Systems with Applications: An International Journal
Methodological Review: Empirical distributional semantics: Methods and biomedical applications
Journal of Biomedical Informatics
An adaptive personalized news dissemination system
Journal of Intelligent Information Systems
Information Processing and Management: an International Journal
An automatically constructed thesaurus for neural network based document categorization
Expert Systems with Applications: An International Journal
Efficient rule based structural algorithms for classification of tree structured data
Intelligent Data Analysis
Proceedings of the 11th International Conference on Electronic Commerce
Using text classifiers for numerical classification
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Title generation for machine-translated documents
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Data mining based Bayesian networks for best classification
Computational Statistics & Data Analysis
Extraction of unexpected sentences: A sentiment classification assessed approach
Intelligent Data Analysis
Feature reinforcement approach to poly-lingual text categorization
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
Maximum entropy modeling with feature selection for text categorization
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
Data & Knowledge Engineering
Text and hypertext categorization
Artificial intelligence
Mining Query Logs: Turning Search Usage Data into Knowledge
Foundations and Trends in Information Retrieval
Improving annotation categorization performance through integrated social annotation computation
Expert Systems with Applications: An International Journal
An information-theoretic framework for semantic-multimedia retrieval
ACM Transactions on Information Systems (TOIS)
Three new feature weighting methods for text categorization
WISM'10 Proceedings of the 2010 international conference on Web information systems and mining
Automatic classification of medical reports, the CIREA project
TELE-INFO'06 Proceedings of the 5th WSEAS international conference on Telecommunications and informatics
Improving text classification with concept index terms and expansion terms
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
Cross-lingual text categorization: Conquering language boundaries in globalized environments
Information Processing and Management: an International Journal
FSKNN: Multi-label text categorization based on fuzzy similarity and k nearest neighbors
Expert Systems with Applications: An International Journal
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Fast text categorization based on a novel class space model
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Oscillating feature subset search algorithm for text categorization
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Intrusion detection using text mining in a web-based telemedicine system
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
An adaptive fuzzy kNN text classifier
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part III
A new inductive learning method for multilabel text categorization
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
Association classification based on sample weighting
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Text similarity computing based on standard deviation
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Acquire job opportunities for chinese disabled persons based on improved text classification
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
The use of bayesian networks for subgrouping heterogeneous diseases
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Class normalization in centroid-based text categorization
Information Sciences: an International Journal
Semi-automatic creation and maintenance of web resources with webtopic
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
Research on hand language video retrieval
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part II
Network vulnerability analysis using text mining
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
EA-Analyzer: automating conflict detection in a large set of textual aspect-oriented requirements
Automated Software Engineering
Class-indexing-based term weighting for automatic text classification
Information Sciences: an International Journal
Automatic text classification to support systematic reviews in medicine
Expert Systems with Applications: An International Journal
Exploiting poly-lingual documents for improving text categorization effectiveness
Decision Support Systems
| Hi-index | 0.02 |
A unified model for text categorization and text retrieval is introduced. We use a training set of manually categorized documents to learn word-category associations, and use these associations to predict the categories of arbitrary documents. Similarly, we use a training set of queries and their related documents to obtain empirical associations between query words and indexing terms of documents, and use these associations to predict the related documents of arbitrary queries. A Linear Least Squares Fit (LLSF) technique is employed to estimate the likelihood of these associations. Document collections from the MEDLINE database and Mayo patient records are used for studies on the effectiveness of our approach, and on how much the effectiveness depends on the choices of training data, indexing language, word-weighting scheme, and morphological canonicalization. Alternative methods are also tested on these data collections for comparison. It is evident that the LLSF approach uses the relevance information effectively within human decisions of categorization and retrieval, and achieves a semantic mapping of free texts to their representations in an indexing language. Such a semantic mapping lead to a significant improvement in categorization and retrieval, compared to alternative approaches.