Topic hierarchy generation via linear discriminant projection
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Clustering documents in a web directory
WIDM '03 Proceedings of the 5th ACM international workshop on Web information and data management
Bootstrapping for hierarchical document classification
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Predicting library of congress classifications from library of congress subject headings
Journal of the American Society for Information Science and Technology
Dominant meanings classification model for web information
Design and application of hybrid intelligent systems
Blocking Reduction Strategies in Hierarchical Text Classification
IEEE Transactions on Knowledge and Data Engineering
Hierarchical document categorization with support vector machines
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Event threading within news topics
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Clustering documents into a web directory for bootstrapping a supervised classification
Data & Knowledge Engineering - Special issue: WIDM 2003
Support vector machines classification with a very large-scale taxonomy
ACM SIGKDD Explorations Newsletter - Natural language processing and text mining
Hierarchical Dirichlet model for document classification
ICML '05 Proceedings of the 22nd international conference on Machine learning
A Hierarchical Neural Network Document Classifier with Linguistic Feature Selection
Applied Intelligence
Comparison of extreme learning machine with support vector machine for text classification
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
Hierarchical classification: combining Bayes with SVM
ICML '06 Proceedings of the 23rd international conference on Machine learning
Acclimatizing Taxonomic Semantics for Hierarchical Content Classification
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Representation for multiple classified data
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
Classifying web documents in a hierarchy of categories: a comprehensive study
Journal of Intelligent Information Systems
Expert Systems with Applications: An International Journal
Hierarchical document classification using automatically generated hierarchy
Journal of Intelligent Information Systems
Reconstructing ddc for interactive classification
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Topic taxonomy adaptation for group profiling
ACM Transactions on Knowledge Discovery from Data (TKDD)
Deep classifier: automatically categorizing search results into large-scale hierarchies
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
An evaluation scheme for hierarchical information browsing structures
CHI '08 Extended Abstracts on Human Factors in Computing Systems
Boosting multi-label hierarchical text categorization
Information Retrieval
Deep classification in large-scale text hierarchies
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Automatic medical image annotation in ImageCLEF 2007: Overview, results, and discussion
Pattern Recognition Letters
Web-scale named entity recognition
Proceedings of the 17th ACM conference on Information and knowledge management
Web page classification: Features and algorithms
ACM Computing Surveys (CSUR)
Hierarchical Classification of Web Pages Using Support Vector Machine
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Efficient rule based structural algorithms for classification of tree structured data
Intelligent Data Analysis
Refined experts: improving classification in large taxonomies
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Semantic precision and recall for ontology alignment evaluation
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Multiple hierarchical classification of free-text clinical guidelines
Artificial Intelligence in Medicine
An extensive study on automated Dewey Decimal Classification
Journal of the American Society for Information Science and Technology
Discovering event evolution graphs from news corpora
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Hierarchical multi-class text categorization with global margin maximization
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
Linking Wikipedia entries to blog feeds by machine learning
Proceedings of the 3rd International Universal Communication Symposium
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Encoding classifications into lightweight ontologies
Journal on data semantics VIII
Combining global and local information for enhanced deep classification
Proceedings of the 2010 ACM Symposium on Applied Computing
Comparing several approaches for hierarchical classification of proteins with decision trees
BSB'07 Proceedings of the 2nd Brazilian conference on Advances in bioinformatics and computational biology
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Improving Hierarchical Classification with Partial Labels
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
A brief survey on sequence classification
ACM SIGKDD Explorations Newsletter
Multi-label classification and extracting predicted class hierarchies
Pattern Recognition
Large-scale hierarchical text classification without labelled data
Proceedings of the fourth ACM international conference on Web search and data mining
A survey of hierarchical classification across different application domains
Data Mining and Knowledge Discovery
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Event detection with spatial latent Dirichlet allocation
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Hierarchical text classification with latent concepts
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
A comparative study of thresholding strategies in progressive filtering
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
Automatic hierarchical classification of structured deep web databases
WISE'06 Proceedings of the 7th international conference on Web Information Systems
Encoding classifications into lightweight ontologies
ESWC'06 Proceedings of the 3rd European conference on The Semantic Web: research and applications
Heterogeneous information integration in hierarchical text classification
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Computers and Industrial Engineering
Text classification for DAG-Structured categories
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Helping physicians to organize guidelines within conceptual hierarchies
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
Learning and evaluation in the presence of class hierarchies: application to text categorization
AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence
An evaluation of classification models for question topic categorization
Journal of the American Society for Information Science and Technology
A new search engine integrating hierarchical browsing and keyword search
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Active learning for hierarchical text classification
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Formalizing the get-specific document classification algorithm
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
Sentiment classification with supervised sequence embedding
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Semantic classification of posts in social networks by means of concept hierarchies
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Computational Intelligence - Volume Part II
Cost-sensitive learning for large-scale hierarchical classification
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Computers & Mathematics with Applications
Effective automatic image annotation via integrated discriminative and generative models
Information Sciences: an International Journal
Utilizing global and path information with language modelling for hierarchical text classification
Journal of Information Science
Intelligent Data Analysis
A semantic image classifier based on hierarchical fuzzy association rule mining
Multimedia Tools and Applications
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Hierarchical Classification refers to assigning of one or more suitable categories from a hierarchical category space to a document. While previous work in hierarchical classification focused on virtual category trees where documents are assigned only to the leaf categories, we propose atop-down level-based classification method that can classify documents to both leaf and internal categories. As the standard performance measures assume independence between categories, they have not considered the documents incorrectly classified into categories that are similar or not far from the correct ones in the category tree. We therefore propose the Category-Similarity Measures and Distance-Based Measures to consider the degree of misclassification in measuring the classification performance. An experiment has been carried out to measure the performance four proposed hierarchical classification method. The results showed that our method performs well for Reuters text collection when enough training documents are given andthe new measures have indeed considered the contributions of misclassified documents.