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Feeds Ideas (Personalized feeds (Neural Networks (Neural Matrix…
Feeds Ideas
Personalized feeds
Neural Networks
Neural Matrix Factorization
CHAMELEON - A Deep Learning Meta-Architecture for News Recommender Systems
Personalized News Recommendation Based on Click Behavior
Personalized News Recommendation based On Implicit
Feedback
StreamingRec: A Framework for Benchmarking Stream-based News Recommenders
Kind of data
Implicit data
Facebook/Instagram Idea
Neural Networs
Feature Selection
Boosted Decision Trees
Historical features
Contextual features
Ranking Algorithms
Edge Rank
Affinity
Time Decay
Decay Likes with Time
last time like event
Weight
Basic
Popular activities
Pinning activities
Increasing the rank of events
Promoted activities
Analytics and ranked
Click
Like
Hacker News
Gravity (G)
Time (T)
Example events
Likes
Clicks
Shares
Comments
Explicit Data
Ranking Algorithms
Reddit
The Wilson score interval
- Reddit's best comment scoring system
Positive number of ratings
Total number of ratings
Bayesian Score Ranking
The Hot Ranking
- Reddit's hot post scoring system for news posts
Example Events
Ratings
Up/Down Votes
Most visit sites
Location
Search History
GA Data
TrueID
Article Interaction
Read
Privilege Redemption
Redeem
Add Favorite
TrueYou
Redeemed
Mux Data
Watched
Shuffle Items
https://blog.godatadriven.com/rod-elitist-shuffle