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Accumulating evidence for myriad alternatives: Modeling the generation of free association. | Psychology Department

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naom Markovitch

Congratulations to Dr. Noam Markovitch

24 May, 2023

For receiving the best doctoral award in developmental psychology from the APA organization!
Noam's doctorate deals with the understanding of children's differential sensitivity to the effects of the environment on their development. The work's contribution to developmental psychology is very significant, both in theoretical thought and methodological approaches.
Well done Noam!
Noam PhD supervisor, Prof. Ariel Knafo-Noam, has also won the award in the past

 

From acute stress to persistent post-concussion symptoms: The role of parental accommodation and child’s coping strategies

19 April, 2023

An article by PhD candidate Irit Aviv, supervised by Dr. Tammy Pilowsky Peleg and Prof. Hillel Aviezer was selected as the winner of the Eighth Annual TCN/AACN student Project Competition, from among 15 eligible manuscripts

Acute stress following mild Traumatic Brain Injury (mTBI) is highly prevalent and associated with Persistent Post-Concussion symptoms (PPCS). However, the mechanism mediating this relationship is understudied.

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Accumulating evidence for myriad alternatives: Modeling the generation of free association.

10 November, 2022
Accumulating evidence for myriad alternatives: Modeling the generation of free association.

 

The associative process by which our thoughts follow one another, has intrigued scholars and psychotherapists for decades. Yet, the question of how we can, relatively quickly, choose one association among countless possibilities remains poorly understood.

In a new study, Dr. Isaac Fradkin and Dr. Eran Eldar investigated this question by conceptualizing free association as the accumulation of internal evidence. One mechanism, implemented in neural network models, involves rich-get-richer dynamics – every time an association receives some evidence, the probability that it will continue receiving evidence increases. Thus, the number of associations that remain `in the race` decreases over time. However, rich-get-richer dynamics also mean that weak associations (e.g., `Table` -> `Sky`) should be reported as quickly as strong associations (e.g., `Table` -> `Chair`). Thus, an additional mechanism is required to explain why strong associations actually tend to be faster.

The study has shown stronger associations are reported faster, even under rich-get-richer dynamics, when assuming that the brain represents stronger associations (`Chair`) more similarly to the cue (`Table`). Importantly, these two assumptions are mutually co-dependent: ‘overlapping representation’ without rich-get-richer dynamics leads to overly unimaginative and not creative associations.

The study also investigated the benefits and limitations of alternative mechanisms explaining free association – for example, the idea that activation is distributed simultaneously from the cue to all associations.

The findings and methods developed in the paper can help understand individual differences in free association and thought dynamics, for example, in creativity or some psychiatric dimensions.

 

See full artice here