Search Result Diversification via Dynamic Reordering

The patent applies dynamics by making the search result ranking flexible and adaptive rather than static. The system dynamically adjusts the ordering of search results based on multiple factors including diversity metrics. Different ranking strategies can be applied depending on the situation, and the diversity of displayed items can be adjusted in real-time to balance relevance with variety, allowing the system to adapt between accuracy-focused and diversity-focused modes.

The patent implements parameter changes by modifying the ranking parameters beyond simple relevance scores. The system introduces diversity scores as an additional parameter, and can adjust weighting parameters to balance relevance and diversity. By changing the parameters used for sorting (from solely relevance-based to diversity-inclusive), the system resolves the contradiction between maintaining search accuracy and ensuring brand/attribute diversity in the displayed results.

The patent applies partial or excessive action by displaying not only the top-scoring items but also additional items that provide diversity. Instead of showing only the absolute highest-ranked results, the system supplements the top results with diverse alternatives, ensuring that users see both the most relevant items and a broader representation of available products. This approach maintains productivity while reducing information loss.

The patent uses an intermediary approach by introducing diversity as a mediating factor between relevance scoring and final result presentation. The system doesn't simply display top-scoring items nor does it randomly select diverse items; instead, it uses diversity metrics as an intermediary mechanism to balance both concerns, selecting a mix of high-relevance and diverse items to comprehensively represent available products while maintaining search efficiency.