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Surma, J., & Braunschweig, B. (1996). REPRO: Supporting flowsheet design by casebased retrieval. Proceedings of the Third European Workshop on Case-Based Reasoning (pp. 400--412). Lausanne, Switzerland: Springer.

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Case-Based Learning: Beyond Classification of Feature Vectors - Aha, Wettschereck (1997)   (3 citations)  (Correct)

....vector representations for cases and or addresses tasks other than classification. 2. 1 Alternative representations for describing cases Several representations for cases have been investigated (Gebhardt, 1996) For example, cases in case based design systems (Maher et al. 1996; Borner, 1995; Surma Braunschweig, 1996) are complex design artifacts. These require structural similarity functions, and the performance task is typically design construction rather than classification. Other performance tasks also typically influence choices for representing cases. For example, CIBL (Branting Broos, 1997) learns the ....

Surma, J., & Braunschweig, B. (1996). REPRO: Supporting flowsheet design by casebased retrieval. Proceedings of the Third European Workshop on Case-Based Reasoning (pp. 400--412). Lausanne, Switzerland: Springer.


A Similarity Measure for Aggregation Taxonomies - Jerzy Surma (1997)   (1 citation)  Self-citation (Surma)   (Correct)

....generating the set W should be used very carefully. In the experiment presented in the next section this heuristic was not sufficient for a comparison of the chemical flowsheets. In this particular domain the additional background knowledge was necessary to avoid semantically incorrect matches (Surma Braunschweig 1996a) Based on the set W and an internal similarity between components, the aggregation similarity between the Y I and Y R aggregation taxonomies is: SIM sim(x , x ) Card(S Card(S Card( A I R x ,x ) I R i r r ( Y Y W W = 5) where sim (x i ,x r ) 0;1 is the ....

....SIM A (Y R ,Y I ) SIM A (Y I ,Y R ) 1 if Y I is identical to Y R , SIM A (Y I ,Y R ) 0 if W = Thanks to the normalization this measure can be used recursively for the nested aggregation taxonomies. The weighted and antisymmetric version of this measure is defined in the REPRO system (Surma Braunschweig 1996a, 1996b) that was especially design for the chemical flowsheets retrieval. The complexity of this approach is linear O(NM) where N, M are the number of the components in the first and the second aggregation respectively. The following example shows practically how to calculate similarity between the ....

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Surma J., Braunschweig B. (1996b). REPRO: Supporting Flowsheet Design by Case-Based Retrieval. In Advances in Case-Based Reasoning. I.Smith, B.Faltings (Eds.) Proceedings of the Third European Workshop, EWCBR-96, Lausanne, Switzerland. Springer Verlag 1996.

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