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❓ASK Based on what does youtube recommend videos to people

Reznov

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Sometimes you get some videos in the recommended list that don't even match with the content you usually watch, some reasons that shouldn't be taken on consideration of course are :
1-The Video's length : because videos that i noticed, some are long and some are only few seconds .
2- Video's Category : as i said, the videos don't match with the content you're watching .
3- Video's region : i keep getting videos recommended from different regions .

So what do you think that youtube uses to recommend videos to people, based on what standards
 
I think currently You Tube's video recommendation algorithm is kinda skewed somehow. I keep getting unrelated video recommendation that I'm not interested with.
 
Typically youll have some kind of vector that represents all of the videos you have watched. And then we can compare this vector, using these various similarity metrics, to the vectors of other people to try to find a close match.
it's supposed to work like that, but it gets weirders day by day, like some people from USA got arabian videos suggested in their youtube interface, and the comments on that vid were extermely hilarious
 
Guess it has something to do with how Goggle rolled their May algorithm update, which somehow make low quality sites ranks better.
we're discussing youtube here, not ranking on youtube, also there's no way to know if the video has a good quality or not only by using likes/dislikes ratio, and those aren't honest always, since they can be bought, and dislikes can be directed too
 
I guess based on your country/region, the trending videos and categories you have watched previously. Search history also somewhat influences it.
I once got an indian racing video when i'm not even interested in races nor from india, it seems like they get so buggy sometimes, that might be the reason
 
I forgot to mention that the video doesn't gey recommend to me only, but to a large number of users, which means regions/categories have nothing to do with this
 
I think youtube recommend videos which people are searching and match with their highest views. I think they do not help quality videos that I believed as I have seen lots of good videos majority are not indexing at right keywords that we search.
 
These recommendationsmainly based on your search history and watch types (like you watch Far Cry game or a specific channel most. so they will feed with other channels matching far cry video or a new game video from same channel you watched most).
 
It has a lot to do with your subscriptions, related searches, videos viewed, videos liked and videos commented upon I mean videos related to things you have reacted to and will keep you online they use your impressions generated.
 
These recommendations come from your YouTube nature. Your searched terms and history plays a role too to get good suggestions. For example you watched A TV Series Episode 4 and suggestion will show Episide 11 and 8 from same channel probably.
 
It could be as a result of bugs, it could be possible that they are trending videos that the moderators feel if suggested to many they may pick up interest to subscribe to such channels.
 
Youtube Aka Google keeps track of a users preferences, search history, videos that are watched multiple times (priority). based on these stuffs YouTube prepares recommended videos I think so.
 
Youtube Aka Google keeps track of a users preferences, search history, videos that are watched multiple times (priority). based on these stuffs YouTube prepares recommended videos I think so.
Sure that is it,.most times it works for them, BMF staff most times package some legit and verified sites and send sponsored mails to members too , those interested do key into it . YouTube also try this feed forward effect kind of to recommend vidoes outside subscribers niche.
 
what we search and what we watch the most are the points to make up the recommendation lists by the YouTube algorithms. Also it recommends the most popular videos and the recent uploaded one in that section after you watch the one. These are what I have observed.
 
You forget the most importatn thing and it's keywords , keywords are the main and the first thing youtube see to recommend your videos, some people use a trick to let their videos get recommended and it's adding their youtube channel name in their keyword
so when you watch a video of that channel, youtube will keep recommend you their channel
 

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