Levelwise Search and Borders of Theories in KnowledgeDiscovery
Data Mining and Knowledge Discovery
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Substructure discovery using minimum description length and background knowledge
Journal of Artificial Intelligence Research
The predictive toxicology evaluation challenge
IJCAI'97 Proceedings of the 15th international joint conference on Artifical intelligence - Volume 1
Optimized Substructure Discovery for Semi-structured Data
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Extract Frequent Pattern from Simple Graph Data
WAIM '02 Proceedings of the Third International Conference on Advances in Web-Age Information Management
Data Mining as Constraint Logic Programming
Computational Logic: Logic Programming and Beyond, Essays in Honour of Robert A. Kowalski, Part II
Knowledge Discovery from Structured Data by Beam-Wise Graph-Based Induction
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Mining Patterns from Structured Data by Beam-Wise Graph-Based Induction
DS '02 Proceedings of the 5th International Conference on Discovery Science
SEuS: Structure Extraction Using Summaries
DS '02 Proceedings of the 5th International Conference on Discovery Science
Meta-analysis of Mutagenes Discovery
DS '01 Proceedings of the 4th International Conference on Discovery Science
Relational Association Rules: Getting WARMeR
Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery
Demand-Driven Construction of Structural Features in ILP
ILP '01 Proceedings of the 11th International Conference on Inductive Logic Programming
Efficient Mining of Frequent Subgraphs in the Presence of Isomorphism
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Mining Significant Pairs of Patterns from Graph Structures with Class Labels
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Frequent Sub-Structure-Based Approaches for Classifying Chemical Compounds
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Efficient Data Mining for Maximal Frequent Subtrees
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Unordered Tree Mining with Applications to Phylogeny
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Mining Frequent Labeled and Partially Labeled Graph Patterns
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Knowledge Discovery from Transportation Network Data
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
AMIOT: Induced Ordered Tree Mining in Tree-Structured Databases
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A Data Mining-based Framework for GridWorkflow Management
QSIC '05 Proceedings of the Fifth International Conference on Quality Software
Classifying Chemical Compounds Using Contrast and Common Patterns
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Classification of Web Documents Using a Graph-Based Model and Structural Patterns
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
RAM: Randomized Approximate Graph Mining
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Mining Frequent Connected Subgraphs Reducing the Number of Candidates
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Mining Intervals of Graphs to Extract Characteristic Reaction Patterns
DS '08 Proceedings of the 11th International Conference on Discovery Science
Top-K Correlation Sub-graph Search in Graph Databases
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Finding N-Most Prevalent Colocated Event Sets
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Reasoning about designs through frequent patterns mining
Advanced Engineering Informatics
A framework for mining meaningful usage patterns within a semantically enhanced web portal
Proceedings of the Third C* Conference on Computer Science and Software Engineering
Pruthak: mining and analyzing graph substructures
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Frequent subgraph mining on a single large graph using sampling techniques
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Semi-supervised feature selection for graph classification
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
MARGIN: Maximal frequent subgraph mining
ACM Transactions on Knowledge Discovery from Data (TKDD)
A new algorithm for mining frequent connected subgraphs based on adjacency matrices
Intelligent Data Analysis
Full duplicate candidate pruning for frequent connected subgraph mining
Integrated Computer-Aided Engineering
Sentiment classification using automatically extracted subgraph features
CAAGET '10 Proceedings of the NAACL HLT 2010 Workshop on Computational Approaches to Analysis and Generation of Emotion in Text
Mining interesting link formation rules in social networks
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Mining networks with shared items
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Efficient algorithms based on relational queries to mine frequent graphs
PIKM '10 Proceedings of the 3rd workshop on Ph.D. students in information and knowledge management
DESSIN: mining dense subgraph patterns in a single graph
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Transactions on rough sets XII
Mining for paths in flow graphs
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Mining relationship associations from knowledge about failures using ontology and inference
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Frequent sub-graph mining on edge weighted graphs
DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
Discovery and application of functional dependencies in conjunctive query mining
DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
Online structural graph clustering using frequent subgraph mining
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Mining graphs with constraints on symmetry and diameter
WAIM'10 Proceedings of the 2010 international conference on Web-age information management
Relational Graph Mining for Learning Events from Video
Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Efficient discovery of frequent subgraph patterns in uncertain graph databases
Proceedings of the 14th International Conference on Extending Database Technology
Improving constrained pattern mining with first-fail-based heuristics
Data Mining and Knowledge Discovery
A log-linear approach to mining significant graph-relational patterns
Data & Knowledge Engineering
Using kernels on hierarchical graphs in automatic classification of designs
GbRPR'11 Proceedings of the 8th international conference on Graph-based representations in pattern recognition
Dual active feature and sample selection for graph classification
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
LGM: mining frequent subgraphs from linear graphs
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
From connected frequent graphs to unconnected frequent graphs
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Fast graph query processing with a low-cost index
The VLDB Journal — The International Journal on Very Large Data Bases
Re-mining item associations: Methodology and a case study in apparel retailing
Decision Support Systems
Constraint-Based graph mining in large database
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Patterns of influence in a recommendation network
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Towards generic pattern mining
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
A quantitative comparison of the subgraph miners mofa, gspan, FFSM, and gaston
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
EXiT-B: a new approach for extracting maximal frequent subtrees from XML data
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Extraction of interesting financial information from heterogeneous XML-Based data
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part IV
Obstacles and misunderstandings facing medical data mining
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Mining spatial colocation patterns: a different framework
Data Mining and Knowledge Discovery
Fires on the web: towards efficient exploring historical web graphs
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Mining frequent trees with node-inclusion constraints
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
To see the wood for the trees: mining frequent tree patterns
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Mining constrained graphs: the case of workflow systems
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Generic pattern mining via data mining template library
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Finding itemset-sharing patterns in a large itemset-associated graph
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
GTRACE2: improving performance using labeled union graphs
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
An output-polynomial time algorithm for mining frequent closed attribute trees
ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming
Using and learning semantics in frequent subgraph mining
WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Mining maximum frequent access patterns in web logs based on unique labeled tree
WISE'06 Proceedings of the 7th international conference on Web Information Systems
WISE'06 Proceedings of the 7th international conference on Web Information Systems
Towards generic pattern mining
ICFCA'05 Proceedings of the Third international conference on Formal Concept Analysis
Frequent temporal social behavior search in information networks
Proceedings of the 21st international conference companion on World Wide Web
Learning from graph data by putting graphs on the lattice
Expert Systems with Applications: An International Journal
Graph embedding in vector spaces by node attribute statistics
Pattern Recognition
Indexing and mining topological patterns for drug discovery
Proceedings of the 15th International Conference on Extending Database Technology
Semi-supervised clustering of graph objects: a subgraph mining approach
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Computers and Electronics in Agriculture
Review of bisonet abstraction techniques
Bisociative Knowledge Discovery
Efficiently Mining Frequent Embedded Unordered Trees
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
A General Framework for Mining Frequent Subgraphs from Labeled Graphs
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Constructing a Decision Tree for Graph-Structured Data and its Applications
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Frequent Subtree Mining - An Overview
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Feature selection on node statistics based embedding of graphs
Pattern Recognition Letters
Discovering geometric patterns in genomic data
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
An iterative MapReduce approach to frequent subgraph mining in biological datasets
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Mining Induced/Embedded Subtrees using the Level of Embedding Constraint
Fundamenta Informaticae
Parallel processing for stepwise generalisation method on multi-core PC cluster
International Journal of Knowledge and Web Intelligence
MMM-ACNS'12 Proceedings of the 6th international conference on Mathematical Methods, Models and Architectures for Computer Network Security: computer network security
Nearly exact mining of frequent trees in large networks
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
ADBIS'12 Proceedings of the 16th East European conference on Advances in Databases and Information Systems
Mining frequent subgraphs over uncertain graph databases under probabilistic semantics
The VLDB Journal — The International Journal on Very Large Data Bases
NODAR: mining globally distributed substructures from a single labeled graph
Journal of Intelligent Information Systems
EFP-M2: efficient model for mining frequent patterns in transactional database
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part II
A Pattern Language for Knowledge Discovery in a Semantic Web context
International Journal of Information Technology and Web Engineering
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
Social-Based Conceptual Links: Conceptual Analysis Applied to Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
A direct mining approach to efficient constrained graph pattern discovery
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
The complexity of mining maximal frequent subgraphs
Proceedings of the 32nd symposium on Principles of database systems
Finding the most descriptive substructures in graphs with discrete and numeric labels
NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
A multiobjective evolutionary programming framework for graph-based data mining
Information Sciences: an International Journal
Mining frequent graph patterns with differential privacy
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Detecting stochastic temporal network motifs for human communication patterns analysis
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Mining frequent neighborhood patterns in a large labeled graph
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
From Frequent Features to Frequent Social Links
International Journal of Information System Modeling and Design
Frequent subgraph summarization with error control
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
A new proposal for graph classification using frequent geometric subgraphs
Data & Knowledge Engineering
Weighted path as a condensed pattern in a single attributed DAG
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Mining frequent correlated graphs with a new measure
Expert Systems with Applications: An International Journal
Information and Software Technology
Modelling and exploring historical records to facilitate service composition
International Journal of Web and Grid Services
Mining spatiotemporal patterns in dynamic plane graphs
Intelligent Data Analysis - Dynamic Networks and Knowledge Discovery
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This paper proposes a novel approach named AGM to efficiently mine the association rules among the frequently appearing substructures in a given graph data set. A graph transaction is represented by an adjacency matrix, and the frequent patterns appearing in the matrices are mined through the extended algorithm of the basket analysis. Its performance has been evaluated for the artificial simulation data and the carcinogenesis data of Oxford University and NTP. Its high efficiency has been confirmed for the size of a real-world problem.