The nature of statistical learning theory
The nature of statistical learning theory
A database perspective on knowledge discovery
Communications of the ACM
Discovery of frequent DATALOG patterns
Data Mining and Knowledge Discovery
Complete Mining of Frequent Patterns from Graphs: Mining Graph Data
Machine Learning
Diffusion Kernels on Graphs and Other Discrete Input Spaces
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Structural Machine Learning with Galois Lattice and Graphs
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
An assessment of submissions made to the Predictive Toxicology Evaluation Challenge
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Efficiently mining frequent trees in a forest
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
gSpan: Graph-Based Substructure Pattern Mining
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
A survey of kernels for structured data
ACM SIGKDD Explorations Newsletter
The levelwise version space algorithm and its application to molecular fragment finding
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Faster association rules for multiple relations
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Classifier construction by graph-based induction for graph-structured data
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Multi-relational data mining: the current frontiers
ACM SIGKDD Explorations Newsletter
Graph indexing: a frequent structure-based approach
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Eigenspace-based anomaly detection in computer systems
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining scale-free networks using geodesic clustering
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining Closed Relational Graphs with Connectivity Constraints
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Mining closed relational graphs with connectivity constraints
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Simultaneous optimization of complex mining tasks with a knowledgeable cache
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Optimal assignment kernels for attributed molecular graphs
ICML '05 Proceedings of the 22nd international conference on Machine learning
Clustering document images using a bag of symbols representation
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Graph indexing based on discriminative frequent structure analysis
ACM Transactions on Database Systems (TODS) - Special Issue: SIGMOD/PODS 2004
A framework to support multiple query optimization for complex mining tasks
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
MoSS: a program for molecular substructure mining
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Mining hidden community in heterogeneous social networks
Proceedings of the 3rd international workshop on Link discovery
Graph-based text classification: learn from your neighbors
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Dynamic Load Balancing for the Distributed Mining of Molecular Structures
IEEE Transactions on Parallel and Distributed Systems
Discovering Frequent Graph Patterns Using Disjoint Paths
IEEE Transactions on Knowledge and Data Engineering
Mining unconnected patterns in workflows
Information Systems
Decentralized load balancing for highly irregular search problems
Microprocessors & Microsystems
Graph-Based Procedural Abstraction
Proceedings of the International Symposium on Code Generation and Optimization
IEEE Transactions on Knowledge and Data Engineering
Discovering Frequent Agreement Subtrees from Phylogenetic Data
IEEE Transactions on Knowledge and Data Engineering
Prioritizing of offenders in networks
SMO'06 Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization
Efficient aggregation for graph summarization
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Discovering correlated spatio-temporal changes in evolving graphs
Knowledge and Information Systems
Effective and efficient itemset pattern summarization: regression-based approaches
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A glimpse of symbolic-statistical modeling by PRISM
Journal of Intelligent Information Systems
Kernels for Chemical Compounds in Biological Screening
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
DB-FSG: An SQL-Based Approach for Frequent Subgraph Mining
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
A novel approach for efficient supergraph query processing on graph databases
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
HDB-Subdue: A Scalable Approach to Graph Mining
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
gRegress: extracting features from graph transactions for regression
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Using graph partitioning to discover regions of correlated spatio-temporal change in evolving graphs
Intelligent Data Analysis
Experimental Investigation of Three Machine Learning Algorithms for ITS Dataset
FGIT '09 Proceedings of the 1st International Conference on Future Generation Information Technology
Time and space efficient discovery of maximal geometric graphs
DS'07 Proceedings of the 10th international conference on Discovery science
Discovery of frequent graph patterns that consist of the vertices with the complex structures
MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data
Mining correlated subgraphs in graph databases
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Block interaction: a generative summarization scheme for frequent patterns
Proceedings of the ACM SIGKDD Workshop on Useful Patterns
Frequent subgraph mining on a single large graph using sampling techniques
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Discovering frequent patterns in sensitive data
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)
Technical Section: Automatic discovery of common design structures in CAD models
Computers and Graphics
The Journal of Machine Learning Research
An efficient features-based processing technique for supergraph queries
Proceedings of the Fourteenth International Database Engineering & Applications Symposium
Analysis of the time evolution of scientograms using the subdue graph mining algorithm
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
Multiple ant colony system for substructure discovery
ANTS'10 Proceedings of the 7th international conference on Swarm intelligence
An efficient distributed subgraph mining algorithm in extreme large graphs
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part I
Efficient algorithms for supergraph query processing on graph databases
Journal of Combinatorial Optimization
Relational Graph Mining for Learning Events from Video
Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
Efficient discovery of frequent subgraph patterns in uncertain graph databases
Proceedings of the 14th International Conference on Extending Database Technology
Clique Relaxations in Social Network Analysis: The Maximum k-Plex Problem
Operations Research
WWW business applications based on the cellular model
Journal of Computer Science and Technology
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
Computing graph-based lattices from smallest projections
KONT'07/KPP'07 Proceedings of the First international conference on Knowledge processing and data analysis
Journal of Combinatorial Optimization
A correspondence between maximal complete bipartite subgraphs and closed patterns
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
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
Using bags of symbols for automatic indexing of graphical document image databases
GREC'05 Proceedings of the 6th international conference on Graphics Recognition: ten Years Review and Future Perspectives
High performance subgraph mining in molecular compounds
HPCC'05 Proceedings of the First international conference on High Performance Computing and Communications
Structured data clouding across multiple webs
Information Systems
Combinatorial algorithms for the maximum k-plex problem
Journal of Combinatorial Optimization
Efficient method to perform isomorphism testing of labeled graphs
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part V
Querying RDF data from a graph database perspective
ESWC'05 Proceedings of the Second European conference on The Semantic Web: research and Applications
Clustering document images using graph summaries
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Learning closed sets of labeled graphs for chemical applications
ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming
From links to meaning: a burglary data case study
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Computer Science Review
Incorporating occupancy into frequent pattern mining for high quality pattern recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
AGI'12 Proceedings of the 5th international conference on Artificial General Intelligence
Mining minimal constrained flow cycles from complex transaction data
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Relational concept analysis: mining concept lattices from multi-relational data
Annals of Mathematics and Artificial Intelligence
Multi-level association rules and directed graphs for spatial data analysis
Expert Systems with Applications: An International Journal
pcApriori: scalable apriori for multiprocessor systems
Proceedings of the 25th International Conference on Scientific and Statistical Database Management
ERP event log preprocessing: timestamps vs. accounting logic
DESRIST'13 Proceedings of the 8th international conference on Design Science at the Intersection of Physical and Virtual Design
Breaking symmetries in graph representation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Weighted path as a condensed pattern in a single attributed DAG
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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The need for mining structured data has increased in the past few years. One of the best studied data structures in computer science and discrete mathematics are graphs. It can therefore be no surprise that graph based data mining has become quite popular in the last few years.This article introduces the theoretical basis of graph based data mining and surveys the state of the art of graph-based data mining. Brief descriptions of some representative approaches are provided as well.