Xiaoye's Blog

2020-Improving Deep Learning For Airbnb Search

Table of Contents Problem Definition Methods TODO & Questions & Further Reading Problem Definition capture the majoy improvement after launching the DNN model. Evaluation met...

Posted by Xiaoye's Blog on April 19, 2023

2017-Search Ranking and Personalization at Airbnb

Table of Contents Problem Definition Methods TODO & Questions & Further Reading Problem Definition Problem definition: Airbnb two-sided marketplace user never ...

Posted by Xiaoye's Blog on April 17, 2023

2018-Applying Deep Learning To Airbnb Search

Table of Contents Problem Definition Methods TODO & Questions & Further Reading Ref This paper is an interesting industry paper from Airbnb. The most interesting part is that it’...

Posted by Xiaoye's Blog on April 16, 2023

2019-Session-based Item Recommendation with Pairwise Features

Table of Contents Problem Definition Previous Methods & new Methods Impacts TODO & Questions & Further Reading Problem Definition Main objective: Main metrics: MRR Pr...

Posted by Xiaoye's Blog on April 9, 2023

2016-Deep Neural Networks for YouTube Recommendations

Table of Contents Problem Definition Previous Methods & new Methods Impacts TODO & Questions & Further Reading Ref A classic paper from Youtube in 2016, which including bot...

Posted by Xiaoye's Blog on March 26, 2023

2013-Learning Deep Structured Semantic Models for Web Search using Clickthrough Data

Table of Contents Problem Definition Previous Methods & new Methods & mainly contribution Application in RecSys Ref TODO & Questions & Further Reading DSSM was initial ...

Posted by Xiaoye's Blog on March 26, 2023

2021-Hotel2vec, Learning Hotel Embeddings from User Click Sessions with Side Information

Table of Contents Problem Definition Previous Methods & New Methods Impacts Further Improvement TODO & Questions Problem Definition key metrics: downstream recommendation p...

Posted by Xiaoye's Blog on March 13, 2023

2018-Real-time Personalization using Embeddings for Search Ranking at Airbnb

Table of Contents Problem Definition Previous Methods & New Methods Impacts Further Improvement TODO & Questions Problem Definition key metrics Two application ...

Posted by Xiaoye's Blog on March 11, 2023

2010-Personalized Click Prediction in Sponsored Search

Table of Contents Problem Definition Previous Methods & new Methods Impacts Further Improvement TODO & Questions Problem Definition Main objective: the design of personaliz...

Posted by Xiaoye's Blog on March 10, 2023

2017-Model Ensemble for Click Prediction in Bing Search Ads

Table of Contents Problem Definition Previous Methods & New Methods Impacts TODO & Questions Ref Problem Definition key metrics Offline: AUC Previous M...

Posted by Xiaoye's Blog on March 9, 2023