INTRODUCTIONWe examined the representation of stimulus center Neurons in the primary auditory cortex are sharply frequencies by the distribution of cortical activity.tuned for tone frequency, and the best frequencies Recordings were made from the primary auditory corof neurons vary systematically across the cortex. This tex (area A1) of ketamine-anesthetized guinea pigs."tonotopic" organization has been described in many Cortical images of tones and noise bands were visualspecies including human (Lauter et al. 1985 et al. 1989). Based on the response properties of indiof a pure tone showed a restricted focus of activity vidual neurons, one might infer that a tonal stimulus along the tonotopic gradient. As the stimulus frewould elicit a restricted focus of cortical activity that quency was increased, the location of the activation would vary in cortical location according to the frefocus shifted from rostral to caudal. When cochlear quency of the tone. That is, the location of maximum activation was broadened by increasing the stimulus cortical activity would signal the center frequency of level or bandwidth, the cortical image broadened. An a stimulus. At least two factors complicate this simple artificial neural network algorithm was used to quantify inference. First, as the stimulus level is increased, the the accuracy of center-frequency representation by excitatory frequency bandwidth of most cortical neusmall populations of cortical neurons. The artificial rons increases (Sutter and Schreiner 1992; Redies et neural network identified stimulus center frequency al. 1989). Therefore, one would expect sounds at high based on single-trial spike counts at as few as ten sites. levels to activate larger populations of neurons than The performance of the artificial neural network sounds at low levels. For that reason, it is not obvious under various conditions of stimulus level and bandthat the frequency of a high-level tone could be identiwidth suggests that the accuracy of representation of fied from the location of an activated cortical area. center frequency is largely insensitive to changes in Second, under some conditions cortical neurons show the width of cortical images.nonmonotonic spike-count-versus-level functions. ForKeywords: auditory cortex, guinea pig, tonotopy, neural that reason, changes in sound level might lead to shifts ensembles, functional imaging in the locus of maximum activity. Indeed, Phillips et al. (1994) found in the cat auditory cortex that the loci of maximum cortical activity varied in an irregular manner as the sound pressure level (SPL) of the tone was varied. The variation in loci of maximum activity was most conspicuous in the cortical isofrequency dimension (i.e., perpendicular to the tonotopic axis)