Causality-based cost-effective action mining

Discovering Cost-Effective Action Rules

Mining informative patterns from databases is the historical task of data mining. But now, mining actionable patterns is becoming the new duty of data mining. Most of machine learning and data mining algorithms only focus on finding patterns and usually don't take any step for suggesting actions and users will be responsible for it. Therefore users will be faced with many patterns that they are...

An Action - Based Logic of Causality

The critical properties required of secure systems can vary widely in their nature from application to application. Di erent properties required within the same system can result in interactions that are di cult to understand. In addition, the integration of systems having di erent properties can cause unanticipated interactions. The Critical System Logic (CSL) addresses these problems by provi...

Cost - Effective TiAl based Materials

Because of their inherent low ductility, TiAl-based materials are difficult to fabricate, especially thin gage titanium gamma aluminide (TiAl) sheet and foil. In this paper, an innovative powder metallurgy approach for producing cost-effective thin gage TiAl sheets (with 356 mm long and 235 mm wide, and a thickness of 0.74, 1.09, 1.55, and 2.34 mm, respectively) is presented. The microstructure...

PCR - based cost - effective sequencing

Considering Causality In Data Mining

Data mining holds the promise of extracting unsuspected information from very large databases. Methods have been developed to build association rules from large data sets. Association rules indicate the strength of association of two or more data attributes. In many ways, the interest in association rules is that they offer the promise (or illusion) of causal, or at least, predictive relationsh...