PAPER: Reciprocal Recommendation: matching users with the right users

http://dsrs-lab.ugr.es/wp-content/uploads/2020/05/SIGIR_Tutorial_RR.pdf

chapter: Personalization 3.0: How Personality Can Predict Consumer Behavior
https://onlinedatingsoundbarrier.blogspot.com/2020/05/chapter-personalization-30-how.html

Personality Based Recommender Systems are the next generation of recommender systems because they perform far better than Behavioural ones (past actions and pattern of personal preferences)
https://onlinedatingsoundbarrier.blogspot.com/2019/05/paper-beyond-personalization-research.html
 
That is the only way to improve recommender systems, to include the personality traits of their users.
http://onlinedatingsoundbarrier.blogspot.com.ar/2017/01/paper-comparative-study-of-people-to_14.html  

They need to calculate personality similarity between users but there are different formulas to calculate similarity.

In case you did not notice: Recommender systems are morphing to compatibility matching engines, as the same used in the Online Dating Industry for years, with low success rates until now because they mostly use the Big Five model to assess personality and the Pearson correlation coefficient to calculate similarity.
Please remember: Personality traits are highly stable in persons over 25 years old to 45 years old. 

The key to long-lasting romance: COMPATIBILITY is exactly STRICT PERSONALITY SIMILARITY and not "meet other people with similar interests or political views".  

Which is the RIGHT approach to innovate in the Personality Based Recommender Systems Arena? 
The same approach to innovate in the Online Dating Industry == 16PF6 test or similar to assess personality traits and a new method to calculate similarity between quantized patterns.
 
Online Dating sites have very big databases, in the range of 20,000,000 (twenty million) profiles, so the Big Five model or the HEXACO model are not enough for predictive purposes. That is why I suggest the 16PF6 test instead and another method to calculate similarity.

Breaking "the online dating sound barrier" is to achieve at least:
3 most compatible persons in a 100,000 persons database.
12 most compatible persons in a 1,000,000 persons database.
48 most compatible persons in a 10,000,000 persons database.
100 times better than Compatibility Matching Algorithms used by actual online dating sites!
High precision in matching algorithms is precisely the key to open the door and leave the infancy of compatibility testing.

Without offering the NORMATIVE 16PF6 (or similar test measuring exactly the 16 personality factors) for serious dating, it will be impossible to innovate and revolutionize the Online Dating Industry. 

Viola.AI was BIG hoax, fraud, big OVERPROMISE

They had the bad habit to call / to mistake AI to any silly recommender system that learns your preference.
DO NOT mistake "artificial intelligence" with a behavioural recommender system.
 

PROOF Viola.AI is/was BIG hoax, fraud, big OVERPROMISE
https://onlinedatingsoundbarrier.blogspot.com/2019/04/proof-violaai-iswas-big-hoax-fraud-big.html





The key to long-lasting romance: COMPATIBILITY is exactly STRICT PERSONALITY SIMILARITY and not "meet other people with similar interests or political views".  
 
Online Dating sites have very big databases, in the range of 20,000,000 (twenty million) profiles, so the Big Five normative model or the HEXACO normative model are not enough for predictive purposes. That is why I suggest the normative 16PF6 test instead and another method to calculate similarity.

High precision in matching algorithms is precisely the key to open the door and leave the infancy of compatibility testing.
 
Without offering the NORMATIVE 16PF6 (or similar test measuring exactly the 16 personality factors) for serious dating, it will be impossible to innovate and revolutionize the Online Dating Industry

NYP article about Married NJ couple charged in USD 6 Million online dating scam targeted 33 people

https://nypost.com/2020/06/24/new-jersey-couple-charged-in-6-million-online-dating-scam/


Your Identity Could Be Used in Online Dating Scams.
https://onlinedatingsoundbarrier.blogspot.com/2019/12/your-identity-could-be-used-in-online.html

More about: Dating app maker Match sued by FTC for fraud
https://onlinedatingsoundbarrier.blogspot.com/2019/09/more-about-dating-app-maker-match-sued.html


USA FTC sues Match for deception, unfair practices
http://onlinedatingsoundbarrier.blogspot.com/2019/09/usa-ftc-sues-match-for-deception-unfair.html

Great coverage, big Tinder scam at frequent intervals.
https://onlinedatingsoundbarrier.blogspot.com/2019/04/great-coverage-big-tinder-scam-at.html

Maddie again: MTCH group 2019 still does not check photos.
https://onlinedatingsoundbarrier.blogspot.com/2019/04/maddie-again-mtch-group-2019-still-does.html

Please remember the case of Yuliana Avalos and Melissa Midwest former 2014 big lawsuit againts Match Group, third-party scammers in Africa or wherever were creating fake profiles and catfishing with them.
IAC and Match Group were essentially aware of that situation and did nothing to stop it.
The USA Court ruled that IAC and Match Group were not responsible.
Attorney Evan Spencer, said that despite the fact that anti-scammer technology is available, Match Group failed to use such things as face-recognition software – which would have discovered that Yuliana Avalos's pictures were being used hundreds of times.
Yuliana Avalos has argued in a former 2014 big lawsuit against Match that photos of her were posted without her permission on the site as part of a scam that drove a man to commit suicide.

Best Dating Apps for 2020 ???

https://www.pcmag.com/picks/the-best-dating-apps

Virtual dating on the rise as users seek lockdown love, says Match chief ???
http://onlinedatingsoundbarrier.blogspot.com/2020/06/virtual-dating-on-rise-as-users-seek.html

Thesis: Three Theories of Love: Analysis of Online Dating
http://onlinedatingsoundbarrier.blogspot.com/2020/06/thesis-three-theories-of-love-analysis.html

Thesis: Three Theories of Love: Analysis of Online Dating

https://scholarship.claremont.edu/cmc_theses/2469/


THESIS Dating in the Digital Age
https://onlinedatingsoundbarrier.blogspot.com/2020/03/thesis-dating-in-digital-age.html


Virtual dating on the rise as users seek lockdown love, says Match chief ???
https://onlinedatingsoundbarrier.blogspot.com/2020/06/virtual-dating-on-rise-as-users-seek.html

The key to long-lasting romance: COMPATIBILITY is exactly STRICT PERSONALITY SIMILARITY and not "meet other people with similar interests or political views".  
 
Online Dating sites have very big databases, in the range of 20,000,000 (twenty million) profiles, so the Big Five normative model or the HEXACO normative model are not enough for predictive purposes. That is why I suggest the normative 16PF6 test instead and another method to calculate similarity.

High precision in matching algorithms is precisely the key to open the door and leave the infancy of compatibility testing.
 
Without offering the NORMATIVE 16PF6 (or similar test measuring exactly the 16 personality factors) for serious dating, it will be impossible to innovate and revolutionize the Online Dating Industry

Virtual dating on the rise as users seek lockdown love, says Match chief ???

https://www.ft.com/content/f970c353-65e3-4515-a179-e94b89ce3775


More about: Dating app maker Match sued by FTC for fraud
https://onlinedatingsoundbarrier.blogspot.com/2019/09/more-about-dating-app-maker-match-sued.html


Article about: How will dating change after coronavirus? Psychology offers some clues.
http://onlinedatingsoundbarrier.blogspot.com/2020/06/article-about-how-will-dating-change.html

Article about: How will dating change after coronavirus? Psychology offers some clues.

https://medicalxpress.com/news/2020-06-dating-coronavirus-psychology-clues.html

Lockdown dating now comes with a lot of new trends, from ‘zumping’ to ‘quarantionships’
http://onlinedatingsoundbarrier.blogspot.com/2020/05/lockdown-dating-now-comes-with-lot-of.html 
article about Answers On The State Of Dating
http://onlinedatingsoundbarrier.blogspot.com/2020/05/article-about-answers-on-state-of-dating.html

The key to long-lasting romance: COMPATIBILITY is exactly STRICT PERSONALITY SIMILARITY and not "meet other people with similar interests or political views".  
 
Online Dating sites have very big databases, in the range of 20,000,000 (twenty million) profiles, so the Big Five normative model or the HEXACO normative model are not enough for predictive purposes. That is why I suggest the normative 16PF6 test instead and another method to calculate similarity.

High precision in matching algorithms is precisely the key to open the door and leave the infancy of compatibility testing.
 
Without offering the NORMATIVE 16PF6 (or similar test measuring exactly the 16 personality factors) for serious dating, it will be impossible to innovate and revolutionize the Online Dating Industry.