Biography
Prof. Charles Roberto Telles
Prof. Charles Roberto Telles
Secretary of State for Education and Sport of Paraná, Brazil
Title: Outlining Artificial Intelligence black box limitations: An overview about probabilistic outputs for cognitive human work
Abstract: 
Human cognitive productivity and lack of closed-loop control tool of these processes can generate biases/uncertainties in relation to expected work outcomes. It happens because information systems have a black box output performance towards operating continuous variables generated by agents as an input feature of a given system. Most information systems (workflows) designed to support human life operates as an AI data storage and discrete data processing among agents but have limitations on processes where individual performance may impact final outcomes. With respect to evaluate how cognitive work performance have tendency to success or failure rates, machine and human interactions need to be observed in terms of how productivity can find itself in a status as overloaded, dismantled and chaotic patterns of production.
Biography: 
Charles is a researcher in the field Public Services and Mathematics at Paraná, Brazil. His main contributions to the public administration of Paraná Government were analysis of oscillations in public expenditures, information flow analysis in bidding workflow, work sharing as a metric and productivity indicator for administrative workflows and workflow metrics for living closed loop control systems. 
Charles have won two Awards for the best poster presentation in Londres (Computing Conference) and The Wolfram Letter Award in Portugal (Entropy Conference) for researches concerning asymptotic stability and productivity metrics in public administration, respectively.