PPT-Measures of Unfairness, &

Mechanisms to Mitigate Unfairness Krishna P Gummadi Joint work with Muhammad Bilal Zafar Isabel Valera Manuel GomezRodriguez Max Planck Institute for Software Systems Context Machine decision . Related Historical Events In 1931 nine black teenage boys were accused of rape by two white girls The trials of the boys lasted six years with convictions reversals and numerous retrials These trials were given the name The Scottsboro Trials made na Known as the Measures Management System this system is composed of a set of business processes and decision crit eria that CMS funded me asure developers or contractors follow in the development impl ementation and maintenance of quality measures Me Sándor Matuska. Agricultural and Rural Development Agency, Hungary. Table of content. E-submission in Hungary. E-submission of new measures. Summary of the experiences. Claim submission via internet. Bamshad Mobasher. DePaul University. Distance or Similarity Measures. Many data mining and analytics tasks involve the comparison of objects and determining . their . similarities (or dissimilarities). Projects Data Support. . GES DISC User Working Group. May 10-11, 2011. Bruce Vollmer. Bruce.E.Vollmer@nasa.gov. 301-614-5373. MEaSUREs. Datasets at the GES DISC. PI. Start Date. End Date. Title. Chung-Lin Shie. -through a series of public measures against economic and social distress. -caused by stoppages or substantial reduction of earnings. -resulting from sickness, maternity, employment injury, unemployment, disability, old age, death, provision of medical subsidies for families with children.. By Unfairness. Surprised. By Unfairness. Matthew 20:1-16. “For the kingdom of heaven is like a landowner who went out early in the morning to hire workers for his vineyard. . He . agreed to pay them a . Auctions For Balancing Social Welfare and Fairness in Secondary Spectrum Markets. Ajay Gopinathan, . Zongpeng. Li. University of Calgary. Chuan Wu. University. . of Hong Kong. INFOCOM 2011, Shanghai, China. Dr. Rajaa Al-Raddadi. Summary Measures of Population Health. Rationale for summary . measures. Measure of Morbidity. Mortality-based measures. Combined disability & mortality methods. . Why do we need measures of population health?. Element 6: Access and Equity . This element talks about fairness in access to services for some groups of people.. Agenda –Access and Equity . Introduction. Key issues. What is equity. People who may not be treated fairly. Vengeance – revenge . Charisma – a charming personality. Encompass – to encircle or surround. Succumb – to give in . Superstition – a believe that has no basis in facts. Ailment – a sickness or body issue. Presentations. Hormone . sampling--Kristin. Eye tracking—Lee. fMRI—Jerome. Specific . physio. measures. and examples. Electromyography . Measures . of arousal. Galvanic skin response. Pupillary response. LUCIA. , David LO, Lingxiao JIANG, Aditya BUDI. Singapore Management University. Introduction. 2. Where is . the fault ?. A Buggy Program. Automated . Fault Localization. Candidate of suspicious program elements. Objectives. Assessment domains . CAALMS Instrument. Protocol. Outcome measures. WHO ICF Model. Health condition (Disorder/Disease). Participation. Body structure and function. Activities. Environmental factors.