Machine Analysis of Facial Expressions

No abstract

Machine Understanding of Human Behavior

A widely accepted prediction is that computing will move to the background, weaving itself into the fabric of our everyday living spaces and projecting the human user into the foreground. If this prediction is to come true, then next generation computing, which we will call human computing, should be about anticipatory user interfaces that should be human-centered, built for humans based on human models. They should transcend the traditional keyboard and mouse to include natural, human-like interactive functions including understanding and emulating certain human behaviors such as affective and social signaling. This article discusses a number of components of human behavior, how they might be integrated into computers, and how far we are from realizing the front end of human computing, that is, how far are we from enabling computers to understand human behavior

The Dynamic Relationship Between Freedom of Speech and Equality

This Article examines the dynamic intersection between freedom of speech and equal protection, with a particular focus on the race and LGBT equality movements. Unlike other works on expression and/or equality, the Article emphasizes the relational and bi-directional connections between freedom of speech and equal protection. Freedom of speech has played a critical role in terms of advancing constitutional equality. However, with regard to both race and LGBT equality, free speech rights also failed in important respects to facilitate equality claims and movements. Advocacy and agitation on behalf of equality rights have also left indelible positive and negative marks on free speech doctrines, principles, and rights. The free speech-equality relationship underscores several important lessons regarding reliance on speech rights to advance constitutional equality. Moreover, through a comparative analysis, the Article demonstrates that freedom of speech intersects in distinctive ways with different types of equalities. The Article’s general lessons and comparative observations carry important implications for future equality movements, including the current campaign for transgender equality