Recommender systems
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The history of Amazon’s recommendation algorithm
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In 2017, when the journal IEEE Internet Computing was celebrating its 20th anniversary, its editorial board decided to identify the single paper from its ...

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Amazon researchers win best-paper award at KDD
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This week at the Association for Computing Machinery’s (virtual) Knowledge Discovery and Data Mining conference (KDD), a team of researchers from Amazon Web ...

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Improving complementary-product recommendations
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One way that e-commerce sites make life easier for customers is by recommending products that complement whatever the customer is looking for: someone ...

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Two Amazon papers were runners-up for best-paper awards at AAAI
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At the meeting of the Association for the Advancement of Artificial Intelligence (AAAI) earlier this year, papers whose coauthors included Amazon ...

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The science behind Amazon Prime
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In his 2020 shareholder letter, Jeff Bezos, executive chair of Amazon’s board of directors, shared that more than 200 million people around the world have a ...

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Amazon at RecSys: Evaluation, bias, and algorithms
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Some of the conferences where Amazon scientists publish deal with topics — such as computer vision or natural-language processing — that have been subjects ...

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Decisions, decisions: Lihong Li’s Amazon Ads reinforcement learning research
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How does the Amazon Store know what products and offers to display to a customer? Part of the answer involves reinforcement learning, a type of machine ...

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The Amazon Music conversational recommender is hitting the right notes
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Recommender systems are everywhere. Our choices in online shopping, television, and music are supported by increasingly sophisticated algorithms that use ...

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Alexa AI’s natural-language-understanding papers at ICASSP 2022
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The International Conference on Acoustics, Speech, and Signal Processing (ICASSP), which wrapped up late last month, focuses, as its name suggests, on ...

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New workshop to help bring causal reasoning to recommendation systems
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The ACM Conference on Recommender Systems (RecSys) is the premier conference in the field of recommender systems, with recent editions attracting well over ...

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