Machine Learning based Stochastic Techniques for Collaborative Privacy in Social Recommender Services

http://repository.wit.ie/2938/

"A variety of online social services have been developed over the last decade. They have all had a profound effect on today’s society. With the emergence of Web 2.0 and the popularity of social media, there has been a growing demand to provide services supporting social network platforms. ........."

The key to long-lasting romance is STRICT PERSONALITY SIMILARITY and not "meet other people with similar interests".

http://onlinedatingsoundbarrier.blogspot.com.ar/2014/03/big-data-dating-is-not-key-to-long.html
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/06/using-technology-and-psychology-to-make.html

The Next Big Investment Opportunity on the Internet will be .... Personalization!
Personality Based Recommender Systems and Strict Personality Based Compatibility Matching Engines for serious Online Dating with the normative 16PF5 personality test.
The 8 tips to innovate in the Online Dating Industry 2014!  

PAPER System U: Automatically Deriving Personality Traits from Social Media for People Recommendation

System U: automatically deriving personality traits from social media for people recommendation

The Big Five normative personality test is obsolete, it has been proven as an incomplete and incorrect model of personality. The HEXACO (a.k.a. Big Six) is another oversimplification.  
Online Dating sites OFFERING COMPATIBILITY MATCHING METHODS BASED ON PERSONALITY SIMILARITY 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 16PF5 test instead.
The same applies for Personality Based Recommender Systems.

http://onlinedatingsoundbarrier.blogspot.com.ar/2014/10/a-master-thesis-about-memory-based.html
Which is the RIGHT approach to innovate in the Personality Based Recommender Systems Arena?
The same approach to innovate in the Online Dating Industry == 16PF5 test or similar to assess personality traits and a new method to calculate similarity between quantized patterns.

ACM RecSys 2014

8th ACM Conference on Recommender Systems

Foster City, Silicon Valley, USA, 6th-10th October 2014

The ACM Recommender System conference (RecSys) is the premier international forum for the presentation of new research results, systems and techniques in the broad field of recommender systems. Recommendation is a particular form of information filtering, that exploits past behaviors and user similarities to generate a list of information items that is personally tailored to an end-user’s preferences. As RecSys brings together the main international research groups working on recommender systems, along with many of the world’s leading e-commerce companies, it has become the most important annual conference for the presentation and discussion of recommender system research. RecSys 2014, the eighth conference in this series, will be held in Silicon Valley. It will bring together researchers and practitioners from academia and industry to present their latest results and identify new trends and challenges in providing recommendation components in a range of innovative application contexts. In addition to the main technical track, RecSys 2014 program will feature keynote and invited talks, tutorials covering state-of-the-art in this domain, a workshop program, an industrial track and a doctoral symposium.

http://recsys.acm.org/recsys14/

---------------------------

http://onlinedatingsoundbarrier.blogspot.com.ar/2014/10/a-master-thesis-about-memory-based.html
Which is the RIGHT approach to innovate in the Personality Based Recommender Systems Arena?
The same approach to innovate in the Online Dating Industry == 16PF5 test or similar to assess personality traits and a new method to calculate similarity between quantized patterns.

Rocket Internet AG IPO. My bet: only a fraud

http://onlinedatingsoundbarrier.blogspot.com.ar/2014/09/rocket-internet-ag-doubles-ipo-size-due.html

http://www.spiegel.de/wirtschaft/unternehmen/rocket-internet-vor-boersengang-in-grafiken-a-994756.html

Rocket Internet AG. / All ventures are created using a complex system of shell companies. /
Jade, Juwel, Brillant, Bambino, Platin and others.
See Jade 1076. GmbH. and Jade 1085. GmbH. as sample
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/08/rocket-internet-ag-all-ventures-are.html
Secret papers: How the Samwer bros. woo investors.
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/02/secret-papers-how-samwer-bros-woo.html
Some analysis and comments about "Frontal21-Doku: Die große Samwer-Show"
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/08/some-analysis-and-comments-about.html
Rocket Internet AG. Q2 2014 financials via AB Kinnevik
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/07/rocket-internet-ag-q2-2014-financials.html

Perhaps only a big Ponzi scheme; those companies no designed to be profitable ever, only to be sold to the original company they had copycatted, like eDarling (Affinitas GmbH.) copycat of eHarmony Inc. failed to be sold last May 2012.

Paper: When Online Dating Partners Meet Offline

http://onlinelibrary.wiley.com/doi/10.1111/jcc4.12101/abstract

Despite the popularity of online dating sites, little is known about what occurs when online dating partners choose to communicate offline. Drawing upon the modality switching perspective, the present study assessed a national sample of online daters to determine whether face-to-face (FtF) relational outcomes could be predicted by the amount of online communication prior to the initial FtF meeting. Results were consistent with the hypothesized curvilinear relationship between the amount of online communication and perceptions of relational messages (intimacy, composure, informality, social orientation), forecasts of the future of the relationship, and information seeking behavior when meeting their partner FtF. The results provide support for the modality switching perspective, and offer important insight for online daters.

Please remember:
"online dating" is a broad concept to define a large group of different proposals.
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/10/about-matching-algorithms-work-in.html
Lack Of Innovation & Decadence can summarize the Online Dating Industry for years.
The Online Dating Industry is performing like the Pharmaceutical and Cosmetic Industry before the USA Food and Drug Administration was created. There is no/weak Legislation, no ID verification, low reliable background checks, no Quality Norms.
No one compatibility matching method is Scientifically Proven.
The entire Online Dating Industry for serious daters in 1st World Countries is a HOAX, performing as a Big Online Casino, with a low effectiveness/efficiency level of their matching algorithms (less than 10%). In the same range as searching by your own.

The key to long-lasting romance is STRICT PERSONALITY SIMILARITY and not "meet other people with similar interests".

http://onlinedatingsoundbarrier.blogspot.com.ar/2014/03/big-data-dating-is-not-key-to-long.html
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/06/using-technology-and-psychology-to-make.html

The Next Big Investment Opportunity on the Internet will be .... Personalization!
Personality Based Recommender Systems and Strict Personality Based Compatibility Matching Engines for serious Online Dating with the normative 16PF5 personality test.
The 8 tips to innovate in the Online Dating Industry 2014!  

About: Matching Algorithms, A work in Progress.

Dave Evans had recently blogged about Matching Algorithms, A work in Progress. He had deleted all previous comments in his blog and he does not allow any more fresh comments. The same for Global Dating Insights and nearly the same for Online Personals Watch, no more thought provoking comments for the Online Dating Industry.

http://onlinedatingpost.com/archives/2014/10/matching-algorithms-work-progress/

Please remember:
"online dating" is a broad concept to define a large group of different proposals: Search ("You can search for the person you want, but most probably that person does not exist or does not want to meet you because you are not compatible with him/her.")/ Matching based on Self-Reported Data - Bidirectional Recommendation Engines / Compatibility Matching Algorithms. Experience had shown serious daters never use social networking sites/applications for dating purposes and online daters belong to 3, 4, 5 or 6 online dating sites at the same time.
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/01/facebook-is-not-primed-to-disrupt.html

Lack Of Innovation & Decadence can summarize the Online Dating Industry for years.
The Online Dating Industry is performing like the Pharmaceutical and Cosmetic Industry before the USA Food and Drug Administration was created. There is no/weak Legislation, no ID verification, low reliable background checks, no Quality Norms.
No one compatibility matching method is Scientifically Proven.
The entire Online Dating Industry for serious daters in 1st World Countries is a HOAX, performing as a Big Online Casino, with a low effectiveness/efficiency level of their matching algorithms (less than 10%). In the same range as searching by your own.
The Online Dating Industry needs a major cataclysm to extinguish the big, old and obsolete dinosaurs.
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/05/internet-trends-report-2014-from-kpcb.html

Please read: Why Online Dating Is Dying and Why It's a Good Thing! 
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/06/article-why-online-dating-is-dying-and.html

The key to long-lasting romance is STRICT PERSONALITY SIMILARITY and not "meet other people with similar interests".

http://onlinedatingsoundbarrier.blogspot.com.ar/2014/03/big-data-dating-is-not-key-to-long.html
http://onlinedatingsoundbarrier.blogspot.com.ar/2014/06/using-technology-and-psychology-to-make.html

The Next Big Investment Opportunity on the Internet will be .... Personalization!
Personality Based Recommender Systems and Strict Personality Based Compatibility Matching Engines for serious Online Dating with the normative 16PF5 personality test.
The 8 tips to innovate in the Online Dating Industry 2014!  

LIFEPROJECT METHOD: 100X better than eHarmony, not 100% better, 100 times better!

http://es.scribd.com/doc/223672375/LPMvEHARMONY-pdf

A Master Thesis about Memory Based Recommenders

	An Analysis of Memory Based Collaborative Filtering Recommender Systems with Improvement Proposals

http://upcommons.upc.edu/pfc/handle/2099.1/22602

Full paper in pdf: http://upcommons.upc.edu/pfc/bitstream/2099.1/22602/1/102384.pdf

Please remember:
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)

http://onlinedatingsoundbarrier.blogspot.com.ar/2014/09/paper-towards-context-sensitive.html

If you want to be first in the "personalization arena" == Personality Based Recommender Systems, you should understand HOW TO INNOVATE in the ................ Online Dating Industry first of all!  

The only way to revolutionize the Online Dating Industry is using the 16PF5 normative personality test, available in different languages to assess personality of members, or a proprietary test with exactly the same traits of the 16PF5 and expressing compatibility with eight decimals (needs a quantized pattern comparison method, part of pattern recognition by cross-correlation, to calculate similarity between prospective mates.)
High precision in matching algorithms is precisely the key to open the door and leave the infancy of compatibility testing.
It is all about achieving the eighth decimal!
With 8 decimals, you have more precision than any person could achieve by searching on one's own, but the only way to achieve the eighth decimal is using analysis and correlationwith quantized patterns.
Without offering the NORMATIVE16PF5 (or similar test measuring exactly the 16 personality factors) for serious dating, it will be impossible to innovate and revolutionize the Online Dating Industry All other proposals are NOISE and perform as placebo.

 

WorldWide, there are over 5,000 -five thousand- online dating sites
but no one is using the 16PF5 (or similar) to assess personality of its members!
but no one calculates similarity with a quantized pattern comparison method!
but no one can show Compatibility Distribution Curves to each and every of its members!
but no one is scientifically proven!

LIFEPROJECT METHOD: 100X better than eHarmony, not 100% better, 100 times better!

http://es.scribd.com/doc/223672375/LPMvEHARMONY-pdf 
  
What comes after the Social Networking wave?
The Next Big Investment Opportunity on the Internet will be .... Personalization!
Personality Based Recommender Systems and Strict Personality Based Compatibility Matching Engines for serious Online Dating with the normative 16PF5 personality test.