Conceptual Analogy: Conceptual clustering for informed and e cient analogical reasoning
نویسندگان
چکیده
Conceptual analogy (CA) is a general approach that applies conceptual clustering and concept representations to facilitate the e cient use of past experiences (cases) during analogical reasoning (Borner 1995). The approach was developed and implemented in SYN* (see also (Borner 1994, Borner and Fa auer 1995)) to support the design of supply nets in building engineering. This paper sketches the task; it outlines the nearest-neighbor-based agglomerative conceptual clustering applied in organizing large amounts of structured cases into case classes; it provides the concept representation used to characterize case classes and shows the analogous solution of new problems based on the concepts available. However, the main purpose of this paper is to evaluate CA in terms of its reasoning e ciency; its capability to derive solutions that go beyond the cases in the case base but still preserve the quality of cases.
منابع مشابه
Conceptual Analogy
Conceptual analogy (CA) is an approach, that integrates conceptualization based on prior experiences, i.e. case memory organization, and analogical reasoning (Borner and Janetzko 1995, Borner and Wode 1995). It was prototypically implemented and tested to support the design process in building engineering (B orner 1994a). This paper reviews the development of CA. It provides the basic assump...
متن کاملDynamic Type Creation in Metaphor Interpretation and Analogical Reasoning: A Case-Study with WordNet
Metaphor and Analogy are perhaps the most challenging phenomena for a conceptual representation to facilitate, since by their very nature they seek to stretch the boundaries of domain description and dynamically establish new ways of determining inter-domain similarity. This research considers the problem of how a conceptual system structured around a central taxonomy can dynamically create new...
متن کاملAnalogical Reasoning with a Synergy of WordNet and HowNet
WordNet and HowNet are large-scale lexical resources that adopt complementary perspectives toward semantic representation. WordNet is differential, inasmuch as it provides a rich taxonomic structure but little in the way of explicit propositional content. HowNet is constructive, and dedicates its representational energies to the explicit definition of relational structures for each lexico-conce...
متن کاملConscious Augmentation of Creative State Enhances “Real” Creativity in Open-Ended Analogical Reasoning
Humans have an impressive ability to augment their creative state (i.e., to consciously try and succeed at thinking more creatively). Though this "thinking cap" phenomenon is commonly experienced, the range of its potential has not been fully explored by creativity research, which has often focused instead on creativity as a trait. A key question concerns the extent to which conscious augmentat...
متن کاملAnalogical Reasoning
Logical and analogical reasoning are sometimes viewed as mutually exclusive alternatives, but formal logic is actually a highly constrained and stylized method of using analogies. Before any subject can be formalized to the stage where logic can be applied to it, analogies must be used to derive an abstract representation from a mass of irrelevant detail. After the formalization is complete, ev...
متن کامل