Creating recommendation system

Imagine the situation..

A lot of different movies in different categories...

It's really hard to make a choice...

But there is usually a consultant, who can give you recommendations

This is our «big store»...

Here is the home page of the siteArticles (editor choice)

News wire

UGC (editor choice)

Still, we can't be sure that users will be interested in content the page offers...

Let's make a consultant for users!

Here is our key persona

Artem (ARTemiy) Samoylov16 years old, student

His goals: entertainment, self-expression

On the site he:

watches video,

posts photos,

communicates on Q&A

The home page for Artem

Gather info Transparency Let control Many points to entry Provide detailed info Long tail

Gather info about content user likes:* what he rated with low and high rate

* what he saved to favorites

* what he searched

info from people user co-operate with:* whom he saved to favorites authors

and apply filters:* what he watched

* what recommendation he clicked or ignored on

Make the system's algorithm transparent

Let users control recommendation

Give user many points of entry

Provide detailed info about recommendation

“Long tail” - provide user with ability to watch more recommendation

The home page for Artem

The difficulties we've faced with

- expensive development- lower speed of pages download- server overload- still big amount of irrelevant recommendation- privacy question is still open

Questions to discuss:

How can we overcome difficulties?

Is the project worth of any efforts?

Creating recommendation system

Technology

Seminar 8 creating an investment recommendation

Diversity and novelty for recommendation system

MOVIE RECOMMENDATION EXPERT SYSTEMmengu/Projects_files/movie-expert-readme.pdf · MOVIE RECOMMENDATION EXPERT SYSTEM Introduction Our movie recommendation expert system is composed

CHIC: a combination-based recommendation system · PDF fileCHIC: A Combination-based Recommendation System ... menting a combination-based recommendation system. ... Polyvore1 is a

Product Recommendation System

Letters of Recommendation. From Conception to Composition Tips on Creating Effective Letters of Recommendation

Collaborative Filtering Recommendation System

MUSIC RECOMMENDATION SYSTEM FOR LAST.FM DATASET. Why music recommendation system is required?

Optimized Model of Recommendation System for E-Commerce ... · recommendation system by creating a new model of recommender system with different services in a global e-commerce website

MapReduce based Recommendation System

Creating a Music Recommendation and Streaming Application for … · 2017-03-01 · Creating a Music Recommendation and Streaming Application for Android Elliot Jenkins1 and Yanyan

Towards Keyword Based Recommendation System

Group Recommendation System for Facebook

A Scalable Music Recommendation System

RECOMMENDATION SYSTEM USING DEEP LEARNING · 3 RECOMMENDATION SYSTEM USING DEEP LEARNING Approval This is to certify that the project report entitled “Recommendation System Using

Recommendation System · The goal of the recommendation system is topredictthe values of unknown cells. Hung Le (University of Victoria) Recommendation System March 15, 2019 5/33

Power System Standar Recommendation

Recommendation system

Tag Recommendation Techniques for Images: A Survey€¦ · recommendation system for images. Figure 1. Tag recommendation system for images. The featureextraction technique is the

Creating a Web Page Recommendation System For …jonderry/derryberry_masters.pdfCreating a Web Page Recommendation System For Haystack by Jonathan C. Derryberry Submitted to the Department