Statement of Research Interests

نویسنده

  • George Kachergis
چکیده

My research seeks to explain how we learn about and represent the world. I empirically examine how people learn word-object mappings (i.e., nouns) from a series of situations comprised of multiple words and objects, as an infant or a traveler may do. Using mathematical models of memory and associative learning, I seek to discover the mechanisms underlying human word-learning behavior. I also investigate how these labels generalize to other perceptually similar objects, and whether perception itself is warped by the use of labels. I plan to research how populations of neurons might learn representations that produce the observed behaviors. In this vein, collaborators and I have proposed and tested a letter-based encoding scheme for words in a holographic model trained on text. In another project, I am exploring how input topology and network structure affects the recognition, separation, and integration of multiple inputs in spiking neural networks. Finally, I have developed paradigms that track the moment-to-moment decision state in memory, learning, categorization, and decision-making tasks. Access to decision trajectories in these game-like tasks enabled me to uncover new phenomenon such as changes of mind in recognition memory, and will provide additional constraining data for cognitive process models.

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تاریخ انتشار 2011