Machine learning an artificial intelligence approach volume II
Machine learning an artificial intelligence approach volume II
Logical foundations of artificial intelligence
Logical foundations of artificial intelligence
Principles of database and knowledge-base systems, Vol. I
Principles of database and knowledge-base systems, Vol. I
Readings in database systems
Foundations of semantic query optimization for deductive databases
Foundations of deductive databases and logic programming
Logic and Databases: A Deductive Approach
ACM Computing Surveys (CSUR)
An Attribute-Oriented Approach for Learning Classification Rules from Relational Databases
Proceedings of the Sixth International Conference on Data Engineering
DBLearn: a system prototype for knowledge discovery in relational databases
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
Mining knowledge at multiple concept levels
CIKM '95 Proceedings of the fourth international conference on Information and knowledge management
Association rules over interval data
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
GeoMiner: a system prototype for spatial data mining
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Intensional query processing using data mining approaches
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
DBMiner: interactive mining of multiple-level knowledge in relational databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
High performance multidimensional analysis of large datasets
Proceedings of the 1st ACM international workshop on Data warehousing and OLAP
Discovering roll-up dependencies
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Using domain knowledge in knowledge discovery
Proceedings of the eighth international conference on Information and knowledge management
Data Mining in Large Databases Using Domain Generalization Graphs
Journal of Intelligent Information Systems
Efficient Rule-Based Attribute-Oriented Induction for Data Mining
Journal of Intelligent Information Systems
Exploring data mining implementation
Communications of the ACM
High performance multidimensional analysis and data mining
SC '98 Proceedings of the 1998 ACM/IEEE conference on Supercomputing
Currency exchange rate forecasting from news headlines
ADC '02 Proceedings of the 13th Australasian database conference - Volume 5
On the Complexity of Mining Quantitative Association Rules
Data Mining and Knowledge Discovery
Intelligent Query Answering by Knowledge Discovery Techniques
IEEE Transactions on Knowledge and Data Engineering
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
Efficient Mining of Association Rules in Distributed Databases
IEEE Transactions on Knowledge and Data Engineering
Visualization Techniques for Mining Large Databases: A Comparison
IEEE Transactions on Knowledge and Data Engineering
An Efficient Inductive Learning Method for Object-Oriented Database Using Attribute Entropy
IEEE Transactions on Knowledge and Data Engineering
Knowledge Discovery in Deductive Databases with Large Deduction Results: The First Step
IEEE Transactions on Knowledge and Data Engineering
Efficient Attribute-Oriented Generalization for Knowledge Discovery from Large Databases
IEEE Transactions on Knowledge and Data Engineering
Mining Multiple-Level Association Rules in Large Databases
IEEE Transactions on Knowledge and Data Engineering
Finding Interesting Patterns Using User Expectations
IEEE Transactions on Knowledge and Data Engineering
Trends in Databases: Reasoning and Mining
IEEE Transactions on Knowledge and Data Engineering
Toward Multidatabase Mining: Identifying Relevant Databases
IEEE Transactions on Knowledge and Data Engineering
A Survey of Temporal Knowledge Discovery Paradigms and Methods
IEEE Transactions on Knowledge and Data Engineering
Distributed mining of classification rules
Knowledge and Information Systems
Incremental Quantitative Rule Derivation by Multidimensional Data Partitioning
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
Using Background Knowledge as a Bias to Control the Rule Discovery Process
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Incremental Clustering for Mining in a Data Warehousing Environment
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Knowledge Discovery in Databases: An Attribute-Oriented Approach
VLDB '92 Proceedings of the 18th International Conference on Very Large Data Bases
Data Mining with Calendar Attributes
TSDM '00 Proceedings of the First International Workshop on Temporal, Spatial, and Spatio-Temporal Data Mining-Revised Papers
Discovery of Multiple-Level Association Rules from Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Pattern Discovery in Probabilistic Databases
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Fuzzy Functional Dependencies and Fuzzy Association Rules
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
Mining Classification Knowledge Based on Cloud Models
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Towards Efficient Data Re-mining (DRM)
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
The Lorenz Dominance Order as a Measure of Interestingness in KDD
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Query Initiated Discovery of Interesting Association Rules
DS '98 Proceedings of the First International Conference on Discovery Science
Constructing Inter-relational Rules for Semantic Query Optimisation
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
Mining intrusion detection alarms for actionable knowledge
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Data mining tasks and methods: Rule discovery: characteristic rules
Handbook of data mining and knowledge discovery
Data mining: a new arsenal for strategic decision-making
Data warehousing and web engineering
DBMiner: a system for data mining in relational databases and data warehouses
CASCON '97 Proceedings of the 1997 conference of the Centre for Advanced Studies on Collaborative research
Granular computing using information tables
Data mining, rough sets and granular computing
CASCON '98 Proceedings of the 1998 conference of the Centre for Advanced Studies on Collaborative research
A Parallel Scalable Infrastructure for OLAP and Data Mining
IDEAS '99 Proceedings of the 1999 International Symposium on Database Engineering & Applications
High Performance Data Mining using Data Cubes on Parallel Computers
IPPS '98 Proceedings of the 12th. International Parallel Processing Symposium on International Parallel Processing Symposium
Clustering intrusion detection alarms to support root cause analysis
ACM Transactions on Information and System Security (TISSEC)
Consulting past exceptions to facilitate workflow exception handling
Decision Support Systems
An Integrated Framework for Visualized and Exploratory Pattern Discovery in Mixed Data
IEEE Transactions on Knowledge and Data Engineering
Attribute-Level Neighbor Hierarchy Construction Using Evolved Pattern-Based Knowledge Induction
IEEE Transactions on Knowledge and Data Engineering
A process of knowledge discovery from web log data: Systematization and critical review
Journal of Intelligent Information Systems
World Wide Web
Hierarchical clustering of mixed data based on distance hierarchy
Information Sciences: an International Journal
Measuring the interestingness of discovered knowledge: A principled approach
Intelligent Data Analysis
Reducing redundancy in characteristic rule discovery by using integer programming techniques
Intelligent Data Analysis
International Journal of Approximate Reasoning
A rough set approach to the discovery of classification rules in spatial data
International Journal of Geographical Information Science
Data & Knowledge Engineering
Intrusion detection alarms reduction using root cause analysis and clustering
Computer Communications
Expert Systems with Applications: An International Journal
Advances of the DBLearn system for knowledge discovery in large databases
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Enabling customer relationship management in ISP services through mining usage patterns
Expert Systems with Applications: An International Journal
Data mining and machine learning-Towards reducing false positives in intrusion detection
Information Security Tech. Report
Domain-oriented data-driven data mining (3DM): simulation of human knowledge understanding
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
Association rule mining: models and algorithms
Association rule mining: models and algorithms
Knowledge discovery of remote sensing classification rules based on variable precision rough set
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
An Intelligent information segmentation approach to extract financial data for business valuation
Expert Systems with Applications: An International Journal
Structured prior knowledge and granular structures
BI'09 Proceedings of the 2009 international conference on Brain informatics
Retail marketing segmentation and customer profiling for forecasting sales
ICNVS'10 Proceedings of the 12th international conference on Networking, VLSI and signal processing
International Journal of Approximate Reasoning
Mining negative generalized knowledge from relational databases
Knowledge-Based Systems
A performance evaluation framework for association mining in spatial data
Journal of Intelligent Information Systems
A fast transformation method to semantic query optimisation
IDEAS'97 Proceedings of the 1997 international conference on International database engineering and applications symposium
A variable precision rough set approach to the remote sensing land use/cover classification
Computers & Geosciences
Product matching algorithm for cooperative commerce model
ACACOS'11 Proceedings of the 10th WSEAS international conference on Applied computer and applied computational science
On-the-fly generalization hierarchies for numerical attributes revisited
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
From data to global generalized knowledge
Decision Support Systems
Mining job logs using incremental attribute-oriented approach
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Y-AOI: Y-means based attribute oriented induction identifying root cause for IDSs
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
An alert reasoning method for intrusion detection system using attribute oriented induction
ICOIN'05 Proceedings of the 2005 international conference on Information Networking: convergence in broadband and mobile networking
RAID'06 Proceedings of the 9th international conference on Recent Advances in Intrusion Detection
Neighborhood systems and approximate retrieval
Information Sciences: an International Journal
Finding all minimal infrequent multi-dimensional intervals
LATIN'06 Proceedings of the 7th Latin American conference on Theoretical Informatics
Applications of data mining in e-governance: a case study of bhoomi project
ICDEM'10 Proceedings of the Second international conference on Data Engineering and Management
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part I
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Improved decision tree induction: Prioritized Height Balanced tree with entropy to find hidden rules
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
An intelligent neuro fuzzy temporal knowledge representation model for mining temporal patterns
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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A quantitative rule is a rule associated with quantitative information which assesses the representativeness of the rule in the database. An efficient induction method is developed for learning quantitative rules in relational databases. With the assistance of knowledge about concept hierarchies, data relevance, and expected rule forms, attribute-oriented induction can be performed on the database, which integrates database operations with the learning process and provides a simple, efficient way of learning quantitative rules from large databases. The method involves the learning of both characteristic rules and classification rules. Quantitative information facilitates quantitative reasoning, incremental learning, and learning in the presence of noise. Moreover, learning qualitative rules can be treated as a special case of learning quantitative rules. It is shown that attribute-oriented induction provides an efficient and effective mechanism for learning various kinds of knowledge rules from relational databases.