Principles of database and knowledge-base systems, Vol. I
Principles of database and knowledge-base systems, Vol. I
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Combinatorial pattern discovery for scientific data: some preliminary results
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
First-order jk-clausal theories are PAC-learnable
Artificial Intelligence
Elements of machine learning
Declarative Bias for Specific-to-General ILP Systems
Machine Learning - Special issue on bias evaluation and selection
PODS '96 Proceedings of the fifteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Solving the multiple instance problem with axis-parallel rectangles
Artificial Intelligence
Machine Learning - special issue on inductive logic programming
Inductive logic programming and knowledge discovery in databases
Advances in knowledge discovery and data mining
Explora: a multipattern and multistrategy discovery assistant
Advances in knowledge discovery and data mining
Fast discovery of association rules
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
Top-down induction of first-order logical decision trees
Artificial Intelligence
Rule Discovery in Telecommunication AlarmData
Journal of Network and Systems Management
Levelwise Search and Borders of Theories in KnowledgeDiscovery
Data Mining and Knowledge Discovery
Discovery of Frequent Episodes in Event Sequences
Data Mining and Knowledge Discovery
Data Mining and Forecasting in Large-Scale Telecommunication Networks
IEEE Expert: Intelligent Systems and Their Applications
Machine Learning
Machine Learning
Mining Sequential Patterns: Generalizations and Performance Improvements
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
Knowledge Discovery from Telecommunication Network Alarm Databases
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Top-Down Induction of Clustering Trees
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Relational Reinforcement Learning
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
An Algorithm for Multi-relational Discovery of Subgroups
PKDD '97 Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery
Discovery of Multiple-Level Association Rules from Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
An Efficient Algorithm for Mining Association Rules in Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Mining Generalized Association Rules
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Sampling Large Databases for Association Rules
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
DLAB: A Declarative Language Bias Formalism
ISMIS '96 Proceedings of the 9th International Symposium on Foundations of Intelligent Systems
ALT '95 Proceedings of the 6th International Conference on Algorithmic Learning Theory
ILP '96 Selected Papers from the 6th International Workshop on Inductive Logic Programming
Relational Knowledge Discovery in Databases
ILP '96 Selected Papers from the 6th International Workshop on Inductive Logic Programming
Carcinogenesis Predictions Using ILP
ILP '97 Proceedings of the 7th International Workshop on Inductive Logic Programming
Discovery of First-Order Regularities in a Relational Database Using Offline Candidate Determination
ILP '97 Proceedings of the 7th International Workshop on Inductive Logic Programming
Mining Association Rules in Multiple Relations
ILP '97 Proceedings of the 7th International Workshop on Inductive Logic Programming
NeuroRule: A Connectionist Approach to Data Mining
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
The predictive toxicology evaluation challenge
IJCAI'97 Proceedings of the 15th international joint conference on Artifical intelligence - Volume 1
An extended transformation approach to inductive logic programming
ACM Transactions on Computational Logic (TOCL) - Special issue devoted to Robert A. Kowalski
Molecular feature mining in HIV data
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Inducing classification and regression trees in first order logic
Relational Data Mining
Discovery of relational association rules
Relational Data Mining
Propositionalization approaches to relational data mining
Relational Data Mining
Confirmation-Guided Discovery of First-Order Rules with Tertius
Machine Learning
The Representation Race - Preprocessing for Handling Time Phenomena
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Composition of Mining Contexts for Efficient Extraction of Association Rules
EDBT '02 Proceedings of the 8th International Conference on Extending Database Technology: Advances in Database Technology
Generalized Stochastic Tree Automata for Multi-relational Data Mining
ICGI '02 Proceedings of the 6th International Colloquium on Grammatical Inference: Algorithms and Applications
Detecting Temporal Change in Event Sequences: An Application to Demographic Data
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Propositionalisation and Aggregates
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Data Mining as Constraint Logic Programming
Computational Logic: Logic Programming and Beyond, Essays in Honour of Robert A. Kowalski, Part II
First Experiments for Mining Sequential Patterns on Distributed Sites with Multi-Agents
IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents
Polynomial Time Matching Algorithms for Tree-Like Structured Patterns in Knowledge Discovery
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
ISWC '02 Proceedings of the First International Semantic Web Conference on The Semantic Web
Relational Association Rules: Getting WARMeR
Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery
ILP '00 Proceedings of the 10th International Conference on Inductive Logic Programming
A Logical Database Mining Query Language
ILP '00 Proceedings of the 10th International Conference on Inductive Logic Programming
Demand-Driven Construction of Structural Features in ILP
ILP '01 Proceedings of the 11th International Conference on Inductive Logic Programming
Discovering Associations between Spatial Objects: An ILP Application
ILP '01 Proceedings of the 11th International Conference on Inductive Logic Programming
Application of Pruning Techniques for Propositional Learning to Progol
ILP '01 Proceedings of the 11th International Conference on Inductive Logic Programming
A template model for multidimensional inter-transactional association rules
The VLDB Journal — The International Journal on Very Large Data Bases
A perspective on inductive databases
ACM SIGKDD Explorations Newsletter
Data mining tasks and methods: Rule discovery: inductive logic programming approaches
Handbook of data mining and knowledge discovery
Query transformations for improving the efficiency of ilp systems
The Journal of Machine Learning Research
Statistical Relational Learning for Document Mining
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Multi-relational data mining: an introduction
ACM SIGKDD Explorations Newsletter
Scalability and efficiency in multi-relational data mining
ACM SIGKDD Explorations Newsletter
State of the art of graph-based data mining
ACM SIGKDD Explorations Newsletter
Inducing Multi-Level Association Rules from Multiple Relations
Machine Learning
Mining and Reasoning on Workflows
IEEE Transactions on Knowledge and Data Engineering
Mining tree queries in a graph
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Analyzing & debugging ILP data mining query execution
Proceedings of the sixth international symposium on Automated analysis-driven debugging
Qualitative comparison of graph-based and logic-based multi-relational data mining: a case study
MRDM '05 Proceedings of the 4th international workshop on Multi-relational mining
Comparison of graph-based and logic-based multi-relational data mining
ACM SIGKDD Explorations Newsletter
Graph mining: Laws, generators, and algorithms
ACM Computing Surveys (CSUR)
Subdue: compression-based frequent pattern discovery in graph data
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Mathematical applications of inductive logic programming
Machine Learning
Spatial associative classification: propositional vs structural approach
Journal of Intelligent Information Systems
Mining unconnected patterns in workflows
Information Systems
Discovery of spatial association rules in geo-referenced census data: A relational mining approach
Intelligent Data Analysis
Compositional mining of multirelational biological datasets
ACM Transactions on Knowledge Discovery from Data (TKDD)
Inductive Logic Programming
Relational Data Mining Applied to Virtual Engineering of Product Designs
Inductive Logic Programming
Discovering Relational Emerging Patterns
AI*IA '07 Proceedings of the 10th Congress of the Italian Association for Artificial Intelligence on AI*IA 2007: Artificial Intelligence and Human-Oriented Computing
On Reducing Redundancy in Mining Relational Association Rules from the Semantic Web
RR '08 Proceedings of the 2nd International Conference on Web Reasoning and Rule Systems
Multi-Dimensional Relational Sequence Mining
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Characteristic relational patterns
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Combining Multiple Interrelated Streams for Incremental Clustering
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Proceedings of the 2005 conference on Multi-Relational Data Mining
Improving the efficiency of inductive logic programming through the use of query packs
Journal of Artificial Intelligence Research
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
Local query mining in a probabilistic prolog
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Automated conjecture making in number theory using HR, Otter and Maple
Journal of Symbolic Computation
Web Semantics: Science, Services and Agents on the World Wide Web
LOPSTR'06 Proceedings of the 16th international conference on Logic-based program synthesis and transformation
Mining frequent instances on workflows
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Mining frequent logical sequences with SPIRIT-LoG
ILP'02 Proceedings of the 12th international conference on Inductive logic programming
Compact representation of knowledge bases in ILP
ILP'02 Proceedings of the 12th international conference on Inductive logic programming
Mining interesting sets and rules in relational databases
Proceedings of the 2010 ACM Symposium on Applied Computing
Complex objects ranking: a relational data mining approach
Proceedings of the 2010 ACM Symposium on Applied Computing
Towards a general framework for data mining
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
Discovering executable semantic mappings between ontologies
OTM'07 Proceedings of the 2007 OTM Confederated international conference on On the move to meaningful internet systems: CoopIS, DOA, ODBASE, GADA, and IS - Volume Part I
International Journal of Intelligent Information and Database Systems
MARGIN: Maximal frequent subgraph mining
ACM Transactions on Knowledge Discovery from Data (TKDD)
Theory and Practice of Logic Programming
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
Practical aggregation of semantical program properties for machine learning based optimization
CASES '10 Proceedings of the 2010 international conference on Compilers, architectures and synthesis for embedded systems
A relational approach for discovering frequent patterns with disjunctions
DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
Sequential pattern mining in multi-relational datasets
CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence
Finding relational associations in HIV resistance mutation data
ILP'09 Proceedings of the 19th international conference on Inductive logic programming
Improving constrained pattern mining with first-fail-based heuristics
Data Mining and Knowledge Discovery
ILP'10 Proceedings of the 20th international conference on Inductive logic programming
Use of schema associative mapping for synchronization of the virtual machine audit logs
CISIS'11 Proceedings of the 4th international conference on Computational intelligence in security for information systems
Fr-ONT: an algorithm for frequent concept mining with formal ontologies
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Constrained sequential pattern knowledge in multi-relational learning
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Mining interesting XML-enabled association rules with templates
KDID'04 Proceedings of the Third international conference on Knowledge Discovery in Inductive Databases
From inductive logic programming to relational data mining
JELIA'06 Proceedings of the 10th European conference on Logics in Artificial Intelligence
Outlier detection in relational data: A case study in geographical information systems
Expert Systems with Applications: An International Journal
Predictive and descriptive approaches to learning game rules from vision data
IBERAMIA-SBIA'06 Proceedings of the 2nd international joint conference, and Proceedings of the 10th Ibero-American Conference on AI 18th Brazilian conference on Advances in Artificial Intelligence
Mining and filtering multi-level spatial association rules with ARES
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
A relational query primitive for constraint-based pattern mining
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Computation of mining queries: an algebraic approach
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
ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming
Support vector inductive logic programming
DS'05 Proceedings of the 8th international conference on Discovery Science
Frequent pattern discovery from OWL DLP knowledge bases
EKAW'06 Proceedings of the 15th international conference on Managing Knowledge in a World of Networks
Towards discovery of frequent patterns in description logics with rules
RuleML'05 Proceedings of the First international conference on Rules and Rule Markup Languages for the Semantic Web
Predictive sequence miner in ILP learning
ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
Multi-Dimensional Relational Sequence Mining
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
Mining first-order temporal interval patterns with regular expression constraints
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
A general framework to encode heterogeneous information sources for contextual pattern mining
Proceedings of the 21st ACM international conference on Information and knowledge management
Semantic knowledge discovery from heterogeneous data sources
EKAW'12 Proceedings of the 18th international conference on Knowledge Engineering and Knowledge Management
MultiAspectForensics: mining large heterogeneous networks using tensor
International Journal of Web Engineering and Technology
Constrained Cube Lattices for Multidimensional Database Mining
International Journal of Data Warehousing and Mining
AL-QuIn: An Onto-Relational Learning System for Semantic Web Mining
International Journal on Semantic Web & Information Systems
Mining minimal constrained flow cycles from complex transaction data
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Association discovery from relational data via granular computing
Information Sciences: an International Journal
Relational concept analysis: mining concept lattices from multi-relational data
Annals of Mathematics and Artificial Intelligence
Discovering interesting information with advances in web technology
ACM SIGKDD Explorations Newsletter
AMIE: association rule mining under incomplete evidence in ontological knowledge bases
Proceedings of the 22nd international conference on World Wide Web
Mining frequent neighborhood patterns in a large labeled graph
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Mining rules to align knowledge bases
Proceedings of the 2013 workshop on Automated knowledge base construction
Interesting pattern mining in multi-relational data
Data Mining and Knowledge Discovery
Processing Combinatorial Thinking: Innovators Marketplace as Role-Based Game Plus Action Planning
International Journal of Knowledge and Systems Science
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Discovery of frequent patterns has been studied in a variety of datamining settings. In its simplest form, known from association rule mining,the task is to discover all frequent itemsets, i.e., all combinations of itemsthat are found in a sufficient number of examples. The fundamental taskof association rule and frequent set discovery has been extended invarious directions, allowing more useful patterns to be discovered withspecial purpose algorithms. We present WARMR, a general purpose inductive logicprogramming algorithm that addresses frequent querydiscovery: a very general DATALOG formulation of the frequent pattern discovery problem.The motivation for this novel approach is twofold. First, exploratorydata mining is well supported: WARMRoffers the flexibility required to experimentwith standard and in particular novel settings not supported by special purpose algorithms. Also, application prototypes basedon WARMR can be used as benchmarks in the comparison and evaluation ofnew special purpose algorithms. Second, the unified representation givesinsight to the blurred picture of the frequentpattern discovery domain. Within the DATALOG formulation a number ofdimensions appear that relink diverged settings.We demonstrate the frequent query approach and its use on twoapplications, one in alarm analysis, and one in a chemical toxicologydomain.