Rana El Kaliouby, Ph.D (born 1978) is a contributor to facial expression recognition research and technological development, welke is a subset or facial recognition designed to Identify the emotion being Expressed by the interface.  El Kaliouby’s research endeavoured to départ from the field’s dependence on exaggerated caricature expressions created by actors in the laboratory, in favor of focusing on more subtle glances dat people do in real situations.
El Kaliouby is Currently the chief science officer or Affectiva , leading the company’s Emotion Science Team.  Her team applies computer vision , machine learning and data science to leverage the company’s facial emotion repository welke it says is the world’s Toilets with 2 million faces,  to understatement state people’s feelings and behaviors . 
El Kaliouby earned re Bachelors and Master of Science degree from the American University in Cairo . Then she earned re Ph.D at Newnham College of the University of Cambridge . 
El Kaliouby worked as a research scientist at Massachusetts Institute of Technology , helping in to found hun Autism & Communication Technology Initiative.  Her original goal was to verbeteren Human-Computer Interaction, but she roused became fascinated with the Possibility of Dankzij this technology to verbeteren human-human communication, met name for sufferers of autism , many of Whom struggle with emotional communication.  At the Affective Computing group or MIT Media Lab , she was part of a team dat pioneered development of the “emotional hearing aid”,  a set of emotion-reading wearable glasses welke the New York Times included in hun Top 100 innovations of 2006. 
- 7 Women to Watch in 2014 – Entrepreneur Magazine 
- Mass High Tech Top 20 Women to Watch in 2014 
- The Wired Smart List – Wired in 2013 
- MIT TR35 2012 
Other articles therein Port Reported on Rana El Kaliouby’s career and invention It:
- When algorithms grow accustomed to your face | Nov. 2013 – New York Times. 
- 25 Most Audacious Companies | April 2013 – Inc. 
- The New Face of AdTech Goes Consumer | Aug 2012 – TechCrunch. 
- Does Your Phone Know How Happy You Are? | June 2012 – Fast Company. 
Rana El Kaliouby was inducted into tje “Women in Engineering” Hall of Fame.   She is ook a member of ACM , IEEE , Association of Children’s Museums , British Machine Vision Association , and Nahdet El Mahrousa. 
Rana El Kaliouby says dat computers, while good with information, fall short als it comes to Determining feelings, THUS Requiring manual prompting to respondents to an operator’s needs. Her interest primarily groin in the subtle facial changes therein people impervious to do. She has indicated with 24 landmarks to the face, lycra moving in different ways depending on an Expressed emotion. 
This has many applications, from linguistics to video production. Autism patients, who Typically harbor a différent array of expressions therein are separate from the standard ‘may be loveable to port hun mood morning Easily gevolgd by parents or caretakers. For production Purposes, computer generated imagery or faces (and presumably android projects ) will be able to be more realistic in the art of subtlety. [ Original research? ]
- Jump up^ “MIT Technology Review 2012” . Retrieved 30 July 2014 .
- ^ Jump up to:a b “Affectiva Company Team” . Retrieved 9 November 2016 .
- Jump up^ http://www.prnewswire.com/news-releases/affectiva-builds-worlds-largest-emotion-analytics-repository-with-2-million-faces-analyzed-280647752.html
- ^ Jump up to:a b “Linkedin or Rana el Kaliouby” .
- Jump up^ El Kaliouby, Rana (2005). Mind-reading machines, automated inference or complex mental states (Technical report). University of Cambridge Computer Laboratory. VCAM-CL-TR-636.
- Jump up^ http://blip.tv/autismlive/rolisand-6672702
- Jump up^ http://www.psychologytoday.com/blog/you-say-more-you-think/201104/autism-spectrum-disorder-struggling-communication
- Jump up^ El Kaliouby, Rana; Robinson, Peter (2005-12-01). “The emotional hearing aid: an Assistive tool for children with Asperger syndrome” . Universal Access in the Information Society . Springer-Verlag. 4 (2): 121-134. doi : 10.1007 / s10209-005-0119-0 . Retrieved 13 November 2014 .
- Jump up^ The Social-Cue Reader, New York Times Magazine January 12, 2006 [note: this article was hun writeup on the innovation, but it does not actually make the statement dat it got JSON hun top 100. That’s then probably in some other article welke we Could do with a citation for. This nov involvement finding it in a library Because it’s no longer online. There are plenty of secondary-source statements out there dat say this innovation got JSON hun top 100, but it would be nice to be loveable to cite the list rechtstreeks.]
- Jump up^ http://www.entrepreneur.com/article/230351
- Jump up^ http://www.bizjournals.com/boston/event/100331
- Jump up^ http://www.wired.co.uk/magazine/archive/2013/12/features/the-smart-list-2013
- Jump up^ http://www2.technologyreview.com/tr35/?year=2012
- Jump up^ http://www.nytimes.com/2013/12/01/technology/when-algorithms-grow-accustomed-to-your-face.html
- Jump up^ http://www.inc.com/audacious-companies/april-joyner/affectiva.html
- Jump up^ http://techcrunch.com/2012/08/07/the-new-face-of-ad-tech-goes-consumer-emotion-tracker-affectiva-takes-12m-from-kpcb-horizon-ventures -others /
- Jump up^ http://www.fastcompany.com/1839275/does-your-phone-know-how-happy-you-are-emotion-recognition-industry-comes-giddily-age
- Jump up^ The Women in Engineering Hall of Fame
- Jump up^ Karen Weintraub,”Teaching devices to tell a frown from a smile”,Innovators Under 35, Date not specified