Programming by Demonstration: a Machine Learning Approach
نویسندگان
چکیده
Programming by Demonstration: a Machine Learning Approach
منابع مشابه
Two-stage fuzzy-stochastic programming for parallel machine scheduling problem with machine deterioration and operator learning effect
This paper deals with the determination of machine numbers and production schedules in manufacturing environments. In this line, a two-stage fuzzy stochastic programming model is discussed with fuzzy processing times where both deterioration and learning effects are evaluated simultaneously. The first stage focuses on the type and number of machines in order to minimize the total costs associat...
متن کاملLearning Robot Behaviour and Skills Based on Human Demonstration and Advice: The Machine Learning Paradigm
Service robots require easy programming methods allowing the unexperienced human user to easily integrate motion and perception skills or complex problem solving strategies. To achieve this goal, robots should learn from operators how and what to do considering hardand software constraints. Various approaches modelling the man-machine skill transfer have been proposed. Systems following the Pro...
متن کاملA Single Machine Capacitated Production Planning Problem Under Uncertainty: A Grey Linear Programming Approach
The production planning is an important problem in most of manufacturing systems in practice. Unlike many researches existing in literature, this problem encounters with great uncertainties in parameters and input data. In this paper, a single machine capacitated production planning problem is considered and a linear programming formulation is presented. The production costs are assumed to be u...
متن کاملProgramming shell scripts by demonstration
Command-line interfaces are heavily used by system administrators to manage computer systems. Tasks performed at a command line may often be repetitive, leading to a desire for automation. However, the critical nature of system administration suggests that humans also need to supervise an automated system’s behavior. This paper presents a programming by demonstration approach to capturing repet...
متن کاملProgramming by demonstration using version space algebra DRAFT to appear in Machine Learning
Programming by demonstration enables users to easily personalize their applications, automating repetitive tasks simply by executing a few examples. We formalize programming by demonstration as a machine learning problem: given the changes in the application state that result from the user’s demonstrated actions, learn the general program that maps from one application state to the next. We pre...
متن کامل