Xiaoye's Blog

Table of Contents Problem Definition Methods Impact TODO & Questions & Further Reading Problem Definition We covered three aspects beyond the choice of algorithm: ...

2019 - Deep Learning based Dynamic Pricing Model for Hotel Revenue Management

Table of Contents Problem Definition & Methods Contribution TODO & Questions & Further Reading This work mainly focus the hotel. Problem Definition & Metho...

2023 - A Scalable and Debiased Approach to Dynamic Pricing with Causal Machine Learning and Optimization

Table of Contents Problem Definition & Methods TODO & Questions & Further Reading Problem Definition & Methods thirty-two distinct products in five different product cat...

2022 - Modeling Price Elasticity for Occupancy Prediction Hotel Dynamic Pricing

Table of Contents Problem Definition Methods TODO & Questions & Further Reading Problem Definition Fliggy Methods Approach occupancy prediction revenue o...

2019 - Dynamic Pricing for Airline Ancillaries with Customer Context

Table of Contents Problem Definition Methods & Contribution TODO & Questions & Further Reading Problem Definition Problem: dynamic pricing for airline ancillaries with cust...

2023-Capturing Conversion Rate Fluctuation during Sales Promotions

A Novel Historical Data Reuse Approach

Table of Contents Problem Definition Methods Impact Next Step TODO & Questions & Further Reading Problem Definition Problem: CVR prediction problem during sales promotions ...

2019-150 Successful Machine Learning Models

6 Lessons Learned at Booking.com

Table of Contents Problem Definition Methods Impact TODO & Questions & Further Reading Problem Definition We covered three aspects beyond the choice of algorithm: ...

2018 - Customized Regression Model for Airbnb Dynamic Pricing

Table of Contents Problem Definition Methods Impact TODO & Questions & Further Reading Problem Definition Objective help hosts set optimal prices for their listing...

2023- Learning To Rank Diversely

Table of Contents Problem Definition Methods Impact TODO & Questions & Further Reading Problem Definition Prove the following assumption is wrong: the booking probability of ...

2019-Neural Product Retrieval at Walmart.com

Table of Contents Problem Definition Methods TODO & Questions & Further Reading Problem Definition Mainly focus on product retrieval in Walmart -> match the query and produc...