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Synthetic Experiments for Spatial Reference Systems Engineering Approaches to Cognitive Science –Andrew U. Frank –Geoinformation –TU Vienna –frank@geoinfo.tuwien.ac.at
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Overview Methodology in general Spatial Reference Frames
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Geographic Information Systems Need to understand cognition of space to make progress in multi-scale, map series hierarchies temporal data imprecise and incomplete data Nothing is more practical than a good theory! (Ludwig Boltzmann)
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Tools in Science: The tool influences –the research question and –the approach To further advance we have to sharpen our tools.
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Formalization Axiomatic - Forming Theories –a new theory for the form of human knowledge –capture high levels of abstraction: e.g., –eq, notEq = not.eq, –transitivity –idempotency
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Formalization Typed formal system - object classes –avoids Russel’s paradox –build layered models e.g., Kuipers’ level of control for a robot
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Formalization Algebraic - Objects and operations –Definition of Operations in terms of observations of results of other operations –potential to capture semantics, important for cooperation between systems and data exchange
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Formalization Constructive (computational) - Models –avoid solutions which cannot be implemented e.g., raster model for RCC 8 alternative goals: small number of concepts (Habel, Cohn) traditional geometry
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Synthetic experiments e.g., Kuipers’ simulated robot Hypothesis: a formal model a of process Determine the performance Compare with the observed behavior Confirm or reject hypothesis
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Synthetic experiments model can predict –response time, –error level, –error characteristics asymmetry front, side, back types of error (Steven & Coupe, Tversky) This is the “It can’t be otherwise“ argument (Kuipers)
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Formal Models Models should replace Metaphors –e.g., ‘Mental Image’ (Kosslyn) For a formal model decide on –Representation and –Operation
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Formal Models and Isomoprhism In algebra, a representation is determined only ‘up to isomorphisms’ –e.g.: roman numerals or Arabic - isomorphic –needed: a theory of relaxed isomorphism which allows for errors
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The Case: Description of Reference Frames Confusion in the terminology Unclear (incomplete) definitions ‘at best sufficient for European languages’
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A confusing case
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Left: The Ball is on my left. The Ball is to the left of the tree
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Cognitive Model used: from visual observation of the world to speech: –world -> –visual observation -> image –discretization -> propositions –perspective taking -> proto-sentences –(language production -> speech)
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interest: world -> proto-sentences specifically perspective taking novel: –model of formal processes, –differentiate process and representation –start with a model of the world (which is external to cognition)
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World consists of Objects limited for the usual reference frame discussion This representation is not part of the cognitive model!
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2D objects with coordinates in a fixed frame with a single reference point (no extension) orientation/heading direction of the major axis –in the allocentric reference frame (cardinal directions here) some objects do not have an orientation
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The World
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Observation of the World EGO -> sees -> World -> imagistic model of the world observations are –distance –directions –heading from the EGO and relative to the body axis, Klatzky’s egocentric coordinates
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Representation of the view representation of objects, with –distance and direction from EGO and –heading additional observation: EGO’s orientation in the world (EGO’s heading in the allocentric frame) –either from visual perception or from the vestibular system
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Discretization: Translation of Imagistic to Propositional 8 cones of directions (front, front-left, left,..) 4 distance values (here, near, far, very far) use of distances and directions jointly
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Representation of discretized view distance direction heading –all in the EGOs reference frame
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Propositional Representation = Egocentric Perspective Paul says: –Der Ball liegt rechts vor mir. –Der Stuhl ist vor mir.
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Perspective Taking perspective taking is necessary to understand another person simplest case: how does the speaker see the world –Peter speaking to Paul: Der Ball liegt direkt vor Simon. requires: path completion (or vector subtraction)
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The World
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Invariant of Perspective Taking The result of perspective taking must be the same than the observation of the other person (up to errors) persp b a (persp a b (rep)) = rep
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How is perspective taking computed? Two hypothesis: Perspective taking is done –in imagistic representation –or –in propositional representation
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Synthetic experiment: What would be the difference? How precise could a propositional computation be: – (8 directions, 4 distances) Result: on average 3% error (of maximal dimension) Comparing with human performance does not allow to confirm/reject the hypothesis.
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Absolute frame of reference e.g., cardinal directions needs orientation (heading) of EGO in space –Klatzky’s ‘local view’ operation is just a rotation of directions. two variants: –egocentric: Paris is to the west –relative: Paris is south of London
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Definition of a frame of reference origin orientation/heading (direction of the axes) handedness (or distribution of axes over the horizon) –a simple determination of figure and ground is not sufficient –orientation is not necessarily taken from ground
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Frames of References in English/German: Terms: Front, Left, Back, Right egocentric –ground=speaker, orienation=speaker, right-handed intrinsic (person) –ground=person, orientation=person, right-handed
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Frames of References II intrinsic (thing) –ground=thing, orientation=thing, left-handed retinal –ground=object, orientation=towards speaker, left-handed
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Deictic usual description: ground = observer, orientation = observer not likely in English/German –in English or German, the orientation is taken from the arrow from observer to the ground
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Haussa - ball in front of the tree description: the reference system in an deictic reference frame in Haussa is facing the same direction as the speaker.
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Ball in front of the tree:
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Conclusions Formalization has demonstrated what is necessary for a complete description of a reference frame: ground, orientation, handedness
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Conclusions 2 a model with processes and representation is possible using an algebraic, constructive and theory/model approach
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Conclusions 3 performance can be tested errors in performance can be included to compare different hypothesis –requires detailed reporting of error characteristics in experiments
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Practical conclusion “Topology is important” –(Egenhofer relations are patented!) comming issue for industry: “Semantics”
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