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Computer systems that learn: classification and prediction methods from statistics, neural nets, machine learning, and expert systems
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations
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SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
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Building the data warehouse (2nd ed.)
Data mining and knowledge discovery in databases
Communications of the ACM
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ACM SIGMOD Record
IEEE Transactions on Software Engineering - Special issue on formal methods in software practice
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Data mining: practical machine learning tools and techniques with Java implementations
Neural Networks for Statistical Modeling
Neural Networks for Statistical Modeling
SPSS/PC+ Made Simple
Clausal Form Logic: An Introduction to the Logic of Computer Reasoning
Clausal Form Logic: An Introduction to the Logic of Computer Reasoning
Statistical Themes and Lessons for Data Mining
Data Mining and Knowledge Discovery
Extraction and Applications of Statistical Relationships in Relational Databases
IEEE Transactions on Knowledge and Data Engineering
Designing a Kernel for Data Mining
IEEE Expert: Intelligent Systems and Their Applications
SNOUT: An Intelligent Assistant for Exploratory Data Anaylsis
PKDD '97 Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery
A Heuristic Method for Correlating Attribute Group Pairs in Data Mining
ER '98 Proceedings of the Workshops on Data Warehousing and Data Mining: Advances in Database Technologies
Intelligent Data Analysis: Issues and Opportunities
IDA '97 Proceedings of the Second International Symposium on Advances in Intelligent Data Analysis, Reasoning about Data
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
Linear correlation discovery in databases: a data mining approach
Data & Knowledge Engineering
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VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Global data mining: An empirical study of current trends, future forecasts and technology diffusions
Expert Systems with Applications: An International Journal
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Although it is widely accepted that research from data mining, knowledge discovery, and data warehousing should be synthesized, little research addresses the integration of existing data management analysis software. We develop an intelligent middleware that facilitates linear correlation discovery, the discovery of associations between attributes and attribute groups. This middleware integrates data management and data analysis tools to improve traditional data analysis in three perspectives: (1) identify appropriate linear correlation functions to perform based on the semantics of a data set; (2) execute appropriate functions contained in the data analysis packages; and (3) derive useful knowledge from data analysis.