# [Predicting the Popularity of Online Content with Knowledge-enhanced Neural Networks](https://www.kdd.org/kdd2018/files/deep-learning-day/DLDay18_paper_8.pdf) *KDD’18 Deep Learning Day, August 2018, London, UK* ###### tags: `references` ![](https://i.imgur.com/54hbbMT.png) 1. Datasets: | Dataset | number of items | time span |object | | -------- | -------- | -------- |-------- | | Last.fm music |23120 |2006~2014 | monthly listening counts | | MOVIELENS movies | 9260 |1995~2015 | yearly reivewing counts | | Amazon books | 2228 | 1997~2014 | yearly reviewing counts | 2. Evaluation ![](https://i.imgur.com/v2xDghN.png) 3. Best performance yeilds at: a. number of neighbors=3 b. hidden layer size=128