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Learning to see analogies: a connectionist exploration - Douglas Blank

Learning to see analogies: a connectionist exploration - Douglas Blank 2025

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The document is a dissertation by Douglas S. Blank titled 'Learning to See Analogies: A Connectionist Exploration.' It presents the development of a computer program called Analogator, which learns to make analogies through examples rather than relying on pre-existing mechanisms. The research extends connectionist methodologies by employing a specialized training procedure for a recurrent network architecture, enabling the model to differentiate between figure and ground components in various analogy problems. The study compares Analogator with other computational models of analogy-making and discusses its training performance, generalization capabilities, and limitations.

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What does learning by analogy mean?

Learning by analogy is a multidimensional ability whose components have different developmental trends because of the involvement of different general mental functions (e.g., abstract intelligence, linguistic competence, divergent thinking).

What is analogy in psychology?

For example, Life is a box of chocolates. An analogy is saying something is like something else to make some sort of explanatory point. For example, Life is like a box of chocolatesyou never know what youre gonna get. You can use metaphors and similes when creating an analogy.

What is searching for analogies in psychology?

In psychology, analogies are used to help us grasp unfamiliar or abstract ideas by relating them to something we already know and understand.

What is learning by analogy involves?

Learning by Analogy is a machine learning technique that involves recognizing and applying similarities between different domains or instances to make predictions or solve problems. It leverages the idea that knowledge gained from one domain can be transferred to another similar domain.

What is the theory of analogy?

A theory of analogy must describe how the meaning of an analogy is derived from the meanings of its parts. In the structure-mapping theory, the interpretation rules are characterized as implicit rules for mapping knowledge about a base domain into a target domain.

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What is an example of an analogy approach in psychology?

Searching for analogies is a problem-solving heuristic that requires: a. trying to find a connection between the current problem and some previous problem. b. devising actions to reduce the gap between the current point in the problem and the desired goal.

What is finding an analogy in psychology?

Analogies are partial similarities between different situations that support further infer- ences. Specifically, analogy is a kind of similarity in which the same system of relations holds across different objects. Analogies thus capture parallels across different situations Analogy is ubiquitous in cognitive science.

Learning to see analogies: a connectionist exploration - Douglas Blank 2025

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