Ideal Observer Analysis - Natural and Pseudo-natural Tasks

Natural and Pseudo-natural Tasks

To facilitate experimental design in the laboratory, an artificial task may be designed so that the system's performance in the task may be studied. If the task is too artificial, the system may be pushed away from a natural mode of operation. Depending on the goals of the experiment, this may diminish its external validity.

In such cases, it may be important to keep the system operating naturally (or almost naturally) by designing a pseudo-natural task. Such tasks are still artificial, but they attempt to mimic the natural demands placed on a system. For example, the task might employ stimuli that resemble natural scenes and might test the system's ability to make potentially useful judgments about these stimuli.

Natural scene statistics are the basis for calculating ideal performance in natural and pseudo-natural tasks. This calculation tends to incorporate elements of signal detection theory, information theory, or estimation theory.

Read more about this topic:  Ideal Observer Analysis

Famous quotes containing the words natural and/or tasks:

    There are several natural phenomena which I shall have to have explained to me before I can keep on going as a resident member of the human race. One is the metamorphosis which hats and suits undergo exactly one week after their purchase, whereby they are changed from smart, intensely becoming articles of apparel into something children use when they want to “dress up like daddy.”
    Robert Benchley (1889–1945)

    We are all adult learners. Most of us have learned a good deal more out of school than in it. We have learned from our families, our work, our friends. We have learned from problems resolved and tasks achieved but also from mistakes confronted and illusions unmasked. . . . Some of what we have learned is trivial: some has changed our lives forever.
    Laurent A. Daloz (20th century)