Unified theories of cognition
An informational perspective on skill transfer in human-machine systems
Human Factors - Training theory, methods, and technology
Toward a Theory of Complex and Cognitive Systems
IEEE Intelligent Systems
Computer tutoring for programming education
Proceedings of the 44th annual Southeast regional conference
Perceptual (Re)learning: A Leverage Point for Human-Centered Computing
IEEE Intelligent Systems
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The Roman mythological god Janus was said to bring all things into the world, from the seasons to the ways of civilization. He was symbolized as a two-faced god, one youthful, the other elderly. The authors find here an allegory to the apprentice-expert continuum in knowledge acquisition, so they've named a principle of human-centered computing after Janus. This principle deals with the distinction between performance and training, and its implications for intelligent technologies.