ACM SIGIR Forum
XML documents clustering by structures
INEX'05 Proceedings of the 4th international conference on Initiative for the Evaluation of XML Retrieval
A flexible structured-based representation for XML document mining
INEX'05 Proceedings of the 4th international conference on Initiative for the Evaluation of XML Retrieval
Sequential pattern mining for structure-based XML document classification
INEX'05 Proceedings of the 4th international conference on Initiative for the Evaluation of XML Retrieval
Transforming XML trees for efficient classification and clustering
INEX'05 Proceedings of the 4th international conference on Initiative for the Evaluation of XML Retrieval
Clustering XML documents using self-organizing maps for structures
INEX'05 Proceedings of the 4th international conference on Initiative for the Evaluation of XML Retrieval
Bottom-up discovery of frequent rooted unordered subtrees
Information Sciences: an International Journal
Applications of Reinforcement Learning to Structured Prediction
Recent Advances in Reinforcement Learning
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
HCX: an efficient hybrid clustering approach for XML documents
Proceedings of the 9th ACM symposium on Document engineering
Semantic clustering of XML documents
ACM Transactions on Information Systems (TOIS)
Structured prediction with reinforcement learning
Machine Learning
Similarity computation for XML documents by XML element sequence patterns
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Overview of the INEX 2009 XML mining track: clustering and classification of XML documents
INEX'09 Proceedings of the Focused retrieval and evaluation, and 8th international conference on Initiative for the evaluation of XML retrieval
A new tree kernel based on SOM-SD
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Bottom-up generative modeling of tree-structured data
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
XML documents clustering using a tensor space model
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Extending tree kernels with topological information
ICANN'11 Proceedings of the 21th international conference on Artificial neural networks - Volume Part I
"Tell me more": finding related items from user provided feedback
DS'11 Proceedings of the 14th international conference on Discovery science
Neurocomputing
A generative multiset kernel for structured data
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
X-Class: Associative Classification of XML Documents by Structure
ACM Transactions on Information Systems (TOIS)
An input-output hidden Markov model for tree transductions
Neurocomputing
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This article is a report concerning the two years of the XML Mining track at INEX (2005 and 2006). We focus here on the classification and clustering of XML documents. We detail these two tasks and the corpus used for this challenge and then present a summary of the different methods proposed by the participants. We last compare the results obtained during the two years of the track.