Integrated segmentation and recognition of hand-printed numerals
NIPS-3 Proceedings of the 1990 conference on Advances in neural information processing systems 3
A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
The nature of statistical learning theory
The nature of statistical learning theory
Solving the multiple instance problem with axis-parallel rectangles
Artificial Intelligence
Top-down induction of first-order logical decision trees
Artificial Intelligence
Kernel principal component analysis
Advances in kernel methods
A framework for multiple-instance learning
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Robust Classification for Imprecise Environments
Machine Learning
Relational instance-based learning with lists and terms
Machine Learning - Special issue on inducive logic programming
A polynomial time computable metric between point sets
Acta Informatica
Relational Data Mining
Learning Logical Definitions from Relations
Machine Learning
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
ALT '95 Proceedings of the 6th International Conference on Algorithmic Learning Theory
Attribute-Value Learning Versus Inductive Logic Programming: The Missing Links (Extended Abstract)
ILP '98 Proceedings of the 8th International Workshop on Inductive Logic Programming
Logic and Learning
Text classification using string kernels
The Journal of Machine Learning Research
The Journal of Machine Learning Research
A survey of kernels for structured data
ACM SIGKDD Explorations Newsletter
An introduction to kernel-based learning algorithms
IEEE Transactions on Neural Networks
Naive Bayesian Classification of Structured Data
Machine Learning
Cross-relational clustering with user's guidance
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Randomised restarted search in ILP
Machine Learning
k-RNN: k-relational nearest neighbour algorithm
Proceedings of the 2008 ACM symposium on Applied computing
Linear-Time Computation of Similarity Measures for Sequential Data
The Journal of Machine Learning Research
An efficient kernel matrix evaluation measure
Pattern Recognition
An Efficient Algorithm for Computing Kernel Function Defined with Anti-unification
Inductive Logic Programming
Minimal Distance-Based Generalisation Operators for First-Order Objects
Inductive Logic Programming
Decomposition Method for Tree Kernels
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
Personalized Recommendations for the Web 3D
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Classification and Retrieval through Semantic Kernels
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part III
Learning with Kernels in Description Logics
ILP '08 Proceedings of the 18th international conference on Inductive Logic Programming
Querying and Merging Heterogeneous Data by Approximate Joins on Higher-Order Terms
ILP '08 Proceedings of the 18th international conference on Inductive Logic Programming
Statistical Learning for Inductive Query Answering on OWL Ontologies
ISWC '08 Proceedings of the 7th International Conference on The Semantic Web
Graph Classification Based on Dissimilarity Space Embedding
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Reducing the dimensionality of dissimilarity space embedding graph kernels
Engineering Applications of Artificial Intelligence
An Inductive Logic Programming Approach to Statistical Relational Learning
Proceedings of the 2005 conference on An Inductive Logic Programming Approach to Statistical Relational Learning
kFOIL: learning simple relational kernels
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
An l 1 Regularization Framework for Optimal Rule Combination
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Kernels on prolog ground terms
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
The graph neural network model
IEEE Transactions on Neural Networks
Classifier ensembles for vector space embedding of graphs
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Inductive concept retrieval and query answering with semantic knowledge bases through kernel methods
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
Kernel methods for mining instance data in ontologies
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Clustering relational data based on randomized propositionalization
ILP'07 Proceedings of the 17th international conference on Inductive logic programming
Learning with kernels and logical representations
Probabilistic inductive logic programming
Amulti-instance model for software quality estimation in OO systems
ICNC'09 Proceedings of the 5th international conference on Natural computation
Grammar guided genetic programming for multiple instance learning: an experimental study
Proceedings of the 12th annual conference on Genetic and evolutionary computation
G3P-MI: A genetic programming algorithm for multiple instance learning
Information Sciences: an International Journal
Similarity-Based Classification in Relational Databases
Fundamenta Informaticae
Neuro-symbolic representation of logic programs defining infinite sets
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
Graph classification based on optimizing graph spectra
DS'10 Proceedings of the 13th international conference on Discovery science
Learning with semantic kernels for clausal knowledge bases
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
A declarative kernel for concept descriptions
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Tree2: decision trees for tree structured data
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Improved modeling of clinical data with kernel methods
Artificial Intelligence in Medicine
Edit distance based kernel functions for attributed graph matching
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
Kernels over relational algebra structures
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Adaptive matching based kernels for labelled graphs
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Induction of robust classifiers for web ontologies through kernel machines
Web Semantics: Science, Services and Agents on the World Wide Web
ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming
Classification of biological sequences with kernel methods
ICGI'06 Proceedings of the 8th international conference on Grammatical Inference: algorithms and applications
Data Mining and Knowledge Discovery
Hypergraph-based image retrieval for graph-based representation
Pattern Recognition
Combining information extraction, deductive reasoning and machine learning for relation prediction
ESWC'12 Proceedings of the 9th international conference on The Semantic Web: research and applications
Conceptual clustering of multi-relational data
ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
Similarity measures for sequential data
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Scalable relation prediction exploiting both intrarelational correlation and contextual information
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
SubSift web services and workflows for profiling and comparing scientists and their published works
Future Generation Computer Systems
Fraud Detection: Methods of Analysis for Hypergraph Data
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
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This paper brings together two strands of machine learning of increasing importance: kernel methods and highly structured data. We propose a general method for constructing a kernel following the syntactic structure of the data, as defined by its type signature in a higher-order logic. Our main theoretical result is the positive definiteness of any kernel thus defined. We report encouraging experimental results on a range of real-world data sets. By converting our kernel to a distance pseudo-metric for 1-nearest neighbour, we were able to improve the best accuracy from the literature on the Diterpene data set by more than 10%.