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Back to Blog

Data Science Paper Review – Overview of RecSys

Posted on:
June 29, 2020
Author:
Constructor Team
Table of Contents:

It’s a fundamental question for any eCommerce business looking to implement advanced search and discovery features:

What’s the process for building a recommendation system? How can you compute similarities between objects to serve products that users are likely to purchase?

In this video, Constructor’s data science team will walk you through some of the most influential papers on building recommendation systems, the pros and cons of the methods discussed in each paper, and much more — from the basic co-occurrence methods used in 1994 to Graph Convolutional Neural Networks used today like PinSage.

Take a look:

 

 

Want to learn more about optimizing on-site search to drive real business metrics?

For years, retailers have optimized search solely on “relevance,” hoping the results that users want to see (and the results that drive important business metrics) appear at the top.

This is exactly wrong — and it’s not how companies like Google and Amazon optimize their search.

Watch our webinar discussing the limitations of optimizing search results for “relevance,” and the 3 attributes retailers should focus on to drive real business results from search. Check it out here: 

Search Relevance is Dead webinar banner

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Uncover lost revenue opportunities with a complimentary Search Experience Audit.

According to the 2024 State of Ecommerce Search & Product Discovery Survey, nearly 70% of shoppers think the search function on retail websites needs an upgrade. Our team has run over 1000 A/B tests to identify easy-to-implement algorithmic and UX improvements that get results. Use their research to your advantage with a complimentary Search Experience Audit — no strings attached.

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  • Analyze your search results quality
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According to the 2024 State of Ecommerce Search & Product Discovery Survey, nearly 70% of shoppers think the search function on retail websites needs an upgrade. Our team has run over 1000 A/B tests to identify easy-to-implement algorithmic and UX improvements that get results. Use their research to your advantage with a complimentary Search Experience Audit — no strings attached.

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