Relating Identification and Categorization:
Separating Low-Level Perceptual Processes from High-Level Decisional
Processes
Different goals require different decisions.
For example, the forensic scientist might be asked to determine whether a
bullet was fired from a specific .357 Magnum found at a crime scene
(identification). Alternatively, the scientist might be asked to determine
only whether the bullet was fired from some .357 Magnum (categorization).
Although the goals of identification and categorization tasks are
different, it is likely that the psychological processes, and underlying
brain mechanisms are related.For example, both tasks require similar
perceptual processes (visual, tactile, etc.), and probably related
decisional processes. Our lab is interested in studying the complex
interplay between low-level perceptual processes, and high-level
decisional processes across these different but related tasks, and on
linking these processes to underlying brain mechanisms. Our approach is to
apply quantitative models of these tasks to data collected in each task.
However, whereas the traditional approach would be to model the data from
an identification problem separate from the data from a categorization
task our approach is to model simultaneously the data from both tasks by
predicting performance in categorization from performance in
identification. Our research suggests that anterior and posterior
attentional brain systems and mechanisms are critical to an understanding
of performance in these important tasks. [main
page]
Todd Maddox
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Laboratory for the Cognitive Neuroscience of Categorization and Decision Making |
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