Prioritize Search Results based on Boost in Lucene Index
This short post explains the use of boost property in Index definition to prioritize the search results.
In Lucene Index, we have a property named boost of type Double which will help assign weightage to desired properties (that are part of fulltext/contains query)
Properties with high boost value will be displayed earlier in the search results.Recently we had a query in the Community related to this subject to prioritize search term in URL to be first in the search results than the one found in properties like title/description.
- In AEM, URL/path to the resource is simply the node names.
- Node names are declared as property within the indexRules using special case identifier as :nodename and is already available OOTB in cqPageLucene(/oak:index/cqPageLucene)
- Prerequisite for fulltext/contains query : We should make sure that we have two other properties named nodeScopeIndex and analyzed set to true (Both are of type "Boolean")
- For Prioritizing : Set boost with higher value for desired property. In this case, it is for nodeName compared to jcr:title/jcr:description
Here is the respective thread in the Community, where I have shared sample fulltext query, index definition and results with screenshots for reference - https://experienceleaguecommunities.adobe.com/t5/adobe-experience-manager/searching-in-specific-order/m-p/421052
"This is a great explanation of boosting in the Lucene index! Could you share examples of how this is implemented in real-world scenarios?"
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"Great insights! Are there any tools or plugins that help visualize boosted search results?"
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"Thank you for this post! Could you explain how boosting impacts relevance scoring?"
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"This is exactly the information I needed for my project. Do you recommend any advanced techniques for fine-tuning boosts?"
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"Lucene's boosting feature sounds powerful. What are the best practices for setting boost values?"
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"A well-written blog! Can boosting be combined with other ranking algorithms for better results?"
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"I appreciate the clarity in your writing. Does boosting work effectively with multi-language search results?"
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"Thanks for simplifying such a technical concept. How does boosting compare to query rewriting?"
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Very useful read! Can we use boosting dynamically based on user behavior?"
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