Encoding models for developmental cognitive computational neuroscience: Promise, challenges, and potential
These videos have been matched automatically. Contact us if they are not relevant.
These videos have been matched automatically. Contact us if they are not relevant.
View abstract on PubMed
Summary
This summary is machine-generated.Encoding models can explain brain activity using artificial neural networks. This approach, applied to developmental cognitive neuroscience, offers insights into changing brain representations with learning and development.
Area Of Science
- Cognitive computational neuroscience
- Neuroscience
- Artificial Intelligence
Background
- Encoding models explain brain activity using latent features, including artificial neural networks.
- Most studies focus on adults, limiting understanding of developmental changes in brain representations.
Purpose Of The Study
- To advocate for the use of encoding models in developmental cognitive neuroscience.
- To explore how encoding models can capture changes in brain representations during development.
Main Methods
- Overview of encoding models used in adult functional magnetic resonance imaging (fMRI) research.
- Discussion of challenges in applying encoding models to developmental neuroimaging.
Main Results
- Adult fMRI studies using encoding models often involve few subjects but many samples.
- Encoding models typically require task-based neuroimaging data.
Conclusions
- Developmental studies can overcome challenges by employing functional alignment techniques and naturalistic paradigms.
- Encoding model analysis in developmental neuroimaging can yield significant theoretical advancements.
These videos have been matched automatically. Contact us if they are not relevant.
These videos have been matched automatically. Contact us if they are not relevant.
Related Concept Videos
The information-processing theory of cognitive development centers on fundamental mental processes, including attention, memory, and problem-solving skills. Researchers in this field examine how cognitive abilities, such as working memory, evolve and influence children's overall development. Studies indicate that children with stronger working memory tend to excel in reading comprehension, math, and problem-solving compared to peers with less efficient memory skills. Low working memory is...
Cognitive psychology emerged as a significant field in the mid-20th century. It focused on understanding humans' internal mental processes. This approach emphasizes how people perceive, remember, think, and solve problems—elements critical to human cognition.
Previously dominated by behaviorism, which prioritized observable behaviors and largely ignored mental processes, psychology transformed in the 1950s. Cognitive psychologists argue that understanding how we think and process...
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
A schema is a mental framework that helps individuals organize and interpret information. Schemata, formed from previous experiences, influence how we process new information: how we encode it, the inferences we make, and how we retrieve it. For instance, a schema for what a typical classroom looks like might include desks, a teacher's desk, a whiteboard, and students in such an environment. This expectation helps us quickly understand and navigate new classrooms without needing to analyze...
Jean Piaget's theory of cognitive development emphasizes the role of thinking in a child's learning process, suggesting that children are naturally curious about their environment. His approach to development is discontinuous, proposing that cognitive abilities progress through distinct stages, each with unique characteristics. Central to Piaget's theory is schemata—mental structures that allow individuals to understand and interpret the world.
Schemata: Building Blocks of...
The nativist approach to infant cognitive development proposes that infants are born with inherent knowledge structures that allow them to interpret the world almost immediately. This perspective contrasts with earlier developmental theories, such as those proposed by Jean Piaget, which emphasized a more gradual acquisition of cognitive abilities through interaction with the environment. One key concept in this approach is object permanence — the understanding that objects continue to...