Top-Down Induction of Clustering Trees

Relational data mining applications: an overview

Relational Data Mining

Relational reinforcement learning

Mutli-agents systems and applications

Editorial

Data Mining and Knowledge Discovery

Discovery of frequent DATALOG patterns

Data Mining and Knowledge Discovery

Scaling Up Inductive Logic Programming by Learning from Interpretations

Data Mining and Knowledge Discovery

Relational Reinforcement Learning

Machine Learning

Speeding Up Relational Reinforcement Learning through the Use of an Incremental First Order Decision Tree Learner

EMCL '01 Proceedings of the 12th European Conference on Machine Learning

Ranking with Predictive Clustering Trees

ECML '02 Proceedings of the 13th European Conference on Machine Learning

Automatic Construction and Refinement of a Class Hierarchy over Multi-valued Data

PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery

Relational Reinforcement Learning

EASSS '01 Selected Tutorial Papers from the 9th ECCAI Advanced Course ACAI 2001 and Agent Link's 3rd European Agent Systems Summer School on Multi-Agent Systems and Applications

Learning a Go Heuristic with TILDE

CG '00 Revised Papers from the Second International Conference on Computers and Games

Learning of Class Descriptions from Class Discriminations: A Hybrid Approach for Relational Objects

KI '02 Proceedings of the 25th Annual German Conference on AI: Advances in Artificial Intelligence

Integrating Declarative Knowledge in Hierarchical Clustering Tasks

IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis

Extending K-Means Clustering to First-Order Representations

ILP '00 Proceedings of the 10th International Conference on Inductive Logic Programming

Data mining tasks and methods: Rule discovery: inductive logic programming approaches

Handbook of data mining and knowledge discovery

Data mining tasks and methods: Clustering: conceptual clustering

Handbook of data mining and knowledge discovery

Sciences: environmental sciences

Handbook of data mining and knowledge discovery

Efficient algorithms for decision tree cross-validation

The Journal of Machine Learning Research

CrossMine: Efficient Classification Across Multiple Database Relations

ICDE '04 Proceedings of the 20th International Conference on Data Engineering

Mining relational databases with multi-view learning

MRDM '05 Proceedings of the 4th international workshop on Multi-relational mining

An efficient multi-relational Naïve Bayesian classifier based on semantic relationship graph

MRDM '05 Proceedings of the 4th international workshop on Multi-relational mining

Efficient Classification across Multiple Database Relations: A CrossMine Approach

IEEE Transactions on Knowledge and Data Engineering

Kernelizing the output of tree-based methods

ICML '06 Proceedings of the 23rd international conference on Machine learning

Connectionist construction of prototypes from decision trees for graph classification

Intelligent Data Analysis

Top-Down Parameter-Free Clustering of High-Dimensional Categorical Data

IEEE Transactions on Knowledge and Data Engineering

Decision trees for hierarchical multi-label classification

Machine Learning

Clustering Trees with Instance Level Constraints

ECML '07 Proceedings of the 18th European conference on Machine Learning

Stepwise Induction of Multi-target Model Trees

ECML '07 Proceedings of the 18th European conference on Machine Learning

Ensembles of Multi-Objective Decision Trees

ECML '07 Proceedings of the 18th European conference on Machine Learning

Hierarchical Distance-Based Conceptual Clustering

ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I

Using decision trees to recognize visual events

AREA '08 Proceedings of the 1st ACM workshop on Analysis and retrieval of events/actions and workflows in video streams

Empirical Asymmetric Selective Transfer in Multi-objective Decision Trees

DS '08 Proceedings of the 11th International Conference on Discovery Science

A General Similarity Framework for Horn Clause Logic

Fundamenta Informaticae

Multi-Relational Data Mining

Proceedings of the 2005 conference on Multi-Relational Data Mining

Subgroup Discovery in Data Sets with Multi---dimensional Responses: A Method and a Case Study in Traumatology

AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine

Cluster-grouping: from subgroup discovery to clustering

Machine Learning

Improving the efficiency of inductive logic programming through the use of query packs

Journal of Artificial Intelligence Research

Exploring optimization of semantic relationship graph for multi-relational Bayesian classification

Decision Support Systems

Expressive concatenative synthesis by reusing samples from real performance recordings

Computer Music Journal

Building a Decision Cluster Forest Model to Classify High Dimensional Data with Multi-classes

ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning

Unsupervised human motion analysis using automatic label trees

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

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

Analysis of time series data with predictive clustering trees

KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases

Integrating decision tree learning into inductive databases

KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases

Beam search induction and similarity constraints for predictive clustering trees

KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases

Towards a general framework for data mining

KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases

Generalization-based similarity for conceptual clustering

MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data

Exploring the power of heuristics and links in multi-relational data mining

ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems

Learning classification rules for multiple target attributes

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

Clustering relational data based on randomized propositionalization

ILP'07 Proceedings of the 17th international conference on Inductive logic programming

Relational reinforcement learning for agents in worlds with objects

Adaptive agents and multi-agent systems

Modeling violin performances using inductive logic programming

Intelligent Data Analysis - Machine Learning and Music

An approach to predicting bowing control parameter contours in violin performance

Intelligent Data Analysis - Machine Learning and Music

Three complementary approaches to context aware movie recommendation

Proceedings of the Workshop on Context-Aware Movie Recommendation

ImageCLEF 2009 medical image annotation task: PCTs for hierarchical multi-label classification

CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments

Detection of visual concepts and annotation of images using ensembles of trees for hierarchical multi-label classification

ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos

Regression on evolving multi-relational data streams

Proceedings of the 2011 Joint EDBT/ICDT Ph.D. Workshop

Incremental multi-target model trees for data streams

Proceedings of the 2011 ACM Symposium on Applied Computing

Hierarchical annotation of medical images

Pattern Recognition

Classification tree generation constrained with variable weights

IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation - Volume Part I

MulO-AntMiner: a new ant colony algorithm for the multi-objective classification problem

ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part II

Hierarchical multilabel protein function prediction using local neural networks

BSB'11 Proceedings of the 6th Brazilian conference on Advances in bioinformatics and computational biology

Network regression with predictive clustering trees

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III

Predicting structured outputs k-nearest neighbours method

DS'11 Proceedings of the 14th international conference on Discovery science

Global and local spatial autocorrelation in predictive clustering trees

DS'11 Proceedings of the 14th international conference on Discovery science

Minkowski metric, feature weighting and anomalous cluster initializing in K-Means clustering

Pattern Recognition

Trust alignment: a sine qua non of open multi-agent systems

OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part I

Automatic localization of interest points in zebrafish images with tree-based methods

PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics

Grouping of objects in a space of heterogeneous variables with the use of taxonomic decision trees

Pattern Recognition and Image Analysis

Decision trees for hierarchical multilabel classification: a case study in functional genomics

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases

Hierarchical multi-classification with predictive clustering trees in functional genomics

EPIA'05 Proceedings of the 12th Portuguese conference on Progress in Artificial Intelligence

Top-down induction of phylogenetic trees

EvoBIO'10 Proceedings of the 8th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics

CrossMine: efficient classification across multiple database relations

Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases

An integrated distance for atoms

FLOPS'10 Proceedings of the 10th international conference on Functional and Logic Programming

Constraint based induction of multi-objective regression trees

KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases

Learning predictive clustering rules

KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases

An extensive experimental comparison of methods for multi-label learning

Pattern Recognition

A genetic algorithm for Hierarchical Multi-Label Classification

Proceedings of the 27th Annual ACM Symposium on Applied Computing

Relational Feature Mining with Hierarchical Multitask kFOIL

Fundamenta Informaticae - Machine Learning in Bioinformatics

A General Similarity Framework for Horn Clause Logic

Fundamenta Informaticae

Tree ensembles for predicting structured outputs

Pattern Recognition

Iterative classification for multiple target attributes

Journal of Intelligent Information Systems

Multi-label learning with millions of labels: recommending advertiser bid phrases for web pages

Proceedings of the 22nd international conference on World Wide Web

Multi-target regression with rule ensembles

The Journal of Machine Learning Research

Unsupervised feature construction for improving data representation and semantics

Journal of Intelligent Information Systems

Interpretable clustering using unsupervised binary trees

Advances in Data Analysis and Classification

Pairwise meta-rules for better meta-learning-based algorithm ranking

Machine Learning

Fast and efficient visual codebook construction for multi-label annotation using predictive clustering trees

Pattern Recognition Letters

A novel ant colony optimization based single path hierarchical classification algorithm for predicting gene ontology

Applied Soft Computing

Adapting non-hierarchical multilabel classification methods for hierarchical multilabel classification

Intelligent Data Analysis