Kernels for Semi-Structured Data

A survey of kernels for structured data

ACM SIGKDD Explorations Newsletter

Kernel-based discriminative learning algorithms for labeling sequences, trees, and graphs

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Managing and analyzing carbohydrate data

ACM SIGMOD Record

Fast Detection of XML Structural Similarity

IEEE Transactions on Knowledge and Data Engineering

A Probabilistic Model for Mining Labeled Ordered Trees: Capturing Patterns in Carbohydrate Sugar Chains

IEEE Transactions on Knowledge and Data Engineering

Fast methods for kernel-based text analysis

ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1

A new efficient probabilistic model for mining labeled ordered trees

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Speeding up training with tree kernels for node relation labeling

HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing

Dimensionality Reduction of Multimodal Labeled Data by Local Fisher Discriminant Analysis

The Journal of Machine Learning Research

A new efficient probabilistic model for mining labeled ordered trees applied to glycobiology

ACM Transactions on Knowledge Discovery from Data (TKDD)

Granular Kernel Trees with parallel Genetic Algorithms for drug activity comparisons

International Journal of Data Mining and Bioinformatics

A generalization of Haussler's convolution kernel: mapping kernel

Proceedings of the 25th international conference on Machine learning

Decomposition Method for Tree Kernels

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks

Classification of Documents Based on the Structure of Their DOM Trees

Neural Information Processing

Kernels Based on Distributions of Agreement Subtrees

AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence

Route kernels for trees

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Learning block-preserving graph patterns and its application to data mining

Machine Learning

Semantic role recognition using kernels on weighted marked ordered labeled trees

CoNLL-X '06 Proceedings of the Tenth Conference on Computational Natural Language Learning

Efficient linearization of tree kernel functions

CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning

Adaptive XML Tree Classification on Evolving Data Streams

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I

Reverse engineering of tree kernel feature spaces

EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1

Adaptive Stream Mining: Pattern Learning and Mining from Evolving Data Streams

Proceedings of the 2010 conference on Adaptive Stream Mining: Pattern Learning and Mining from Evolving Data Streams

Approximate Tree Kernels

The Journal of Machine Learning Research

Variants of tree kernels for XML documents

MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence

Structure-sensitive learning of text types

AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence

An efficient unordered tree kernel and its application to glycan classification

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

Semi-supervised local fisher discriminant analysis for dimensionality reduction

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

Amulti-instance model for software quality estimation in OO systems

ICNC'09 Proceedings of the 5th international conference on Natural computation

Mining structured data

IEEE Computational Intelligence Magazine

Convolution kernel over packed parse forest

ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics

On reverse feature engineering of syntactic tree kernels

CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning

Measuring tree similarity for natural language processing based information retrieval

NLDB'10 Proceedings of the Natural language processing and information systems, and 15th international conference on Applications of natural language to information systems

A generalization of Haussler's convolution kernel: mapping kernel and its application to tree kernels

Journal of Computer Science and Technology

Tree kernel-based semantic role labeling with enriched parse tree structure

Information Processing and Management: an International Journal

Least-squares two-sample test

Neural Networks

A subpath kernel for rooted unordered trees

PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I

Genetic granular kernel methods for cyclooxygenase-2 inhibitor activity comparison

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I

Kernels over relational algebra structures

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Evolutionary construction of granular kernel trees for cyclooxygenase-2 inhibitor activity comparison

Transactions on Computational Systems Biology V

XML class outlier detection

Proceedings of the 16th International Database Engineering & Applications Sysmposium

X-Class: Associative Classification of XML Documents by Structure

ACM Transactions on Information Systems (TOIS)

Sufficient dimension reduction via squared-loss mutual information estimation

Neural Computation