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ISAT Working Group Augmented Cognition Eric Horvitz (Chair), Lee Kollmorgen, Randy Pausch, Paul Rosenbloom, Dylan Schmorrow, Jean Scholtz, Allen Sears, Keith Holcomb, Jack Thorpe November 2000
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Challenge and Opportunity Volume of information, overall complexity of defense tasks continue to grow at a rapid pace, in stark contrast to human cognitive abilities, which remain relatively static: Attention Memory Learning Comprehension Sensory bandwidth Visualization abilities Judgment and decision making Planning and control In contrast, computational capabilities have continued to grow rapidly Apply computation to support / augment human cognition
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Timing and Opportunities: Trends Human abilities Human abilities Computational resources, prowess Computational resources, prowess Augmented Cognition Today
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Timing and Opportunities: Trends People People Augmented Cognition Complexity Time available Tasks Information Resources
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Timing and Opportunities Leap in computational resources, algorithms Context sensitivity Sensors, vision, web connectivity, multiple information sources. Automated goal analysis Situation awareness Context availability Pervasive computing, technologies supporting mobility
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Augmented Cognition Efforts ExistingPsychological Results on Cognitive Limitations Target Cognitive Tasks Memory ConceptAttainment DividedAttention Computation Abilities & efficiencies Characterizing inefficiencies, problems, opportunities re: performing critical tasks based on fundamental cognitive limitations Identify, apply results from cognitive psychology to build computation solutions Identify new cognitive psychology research Identify new joint CS—cognitive psychology efforts
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ExistingPsychological Results on Cognitive Limitations Target Cognitive Tasks Memory ConceptAttainment DividedAttention Abilities & efficiencies Characterizing inefficiencies, problems, opportunities re: performing critical tasks based on fundamental cognitive limitations Identify, apply results from cognitive psychology to build computation solutions Identify new cognitive psychology research Identify new joint CS—cognitive psychology efforts * New Cog. Psych. Research * New Cog. Psych. Research * HCI, Aug. Cognition Research * HCI, Aug. Cognition Research Augmented Cognition Efforts ?
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Leverage Sensing, Inference about Context Level 1 Context-Sensitive UI, assistance Situation Assessment Respond to commands, requests in appropriate manner Computational Solutions to Basic Limitations in Memory, Judgment, Concept Acquisition Level 2 Context-sensitive reminder systems Enhanced training tools Reasoning about interruption, divided attention Methods for Fluid Mixed-initiative interaction Level 3 Tight, effective collaborative interaction Natural conversation 1:n oversight of autonomous systems Automated fielding of components of problem to user and system Rich understanding, leveraging knowledge about human cognitive capabilities and limitations Level 4 Enhanced concept acquisition Lifelong memory agents Judgment debiasing tools Autonomous learning, exploring, engaging users Level 5 Proactive, continual computation & exploration Companion systems Augmented Cognition Roadmap
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Some Study Directions Foundations of Augmented Cognition Technologies (FACT) Mixed-initiative control and monitoring within human-’bot systems Cognitive power tools for warfighters Smart ambient companions (SAC) Information triage and rendering Dynamic, scalable task organization and execution
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Some Study Directions Foundations of Augmented Cognition Technologies (FACT) Continue to flesh out challenges and opportunities, scope terrain & directions Case studies, as appropriate Cognitive power tools for warfighters Smart ambient companions (SAC) Information triage and rendering Mixed-initiative control and monitoring within human-’bot systems E. Horvitz would chair Seek psychologist as co-chair
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Some Study Directions Mixed-initiative control and monitoring within human-’bot systems Tasking groups Strategies for monitoring groups Extending conceptual foundations of computer—human, human-human interfaces Attentional issues Considerations of context, content, goals Communication under limited resources Paul Rosenbloom would chair.
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