Automatic Feature Weighting and Selection for Similar Duplicate Record Detection Based on Ant Colony Optimization

To solve the problem of attributes similarity weighting and similarity selecting towards records for similar duplicate record detection in structured data sources, a feature weighting mathematical model and a multi-object optimization model for feature weighting and selecting are built. The models are solved by a continuous domain ant colony algorithm based on a sliding window grid partitioning st...