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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 28 / No. 1: Twenty-Eighth AAAI Conference On Artificial Intelligence

Supervised Scoring with Monotone Multidimensional Splines

March 8, 2023

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Authors

Abraham Othman

U.S. Green Building Council


DOI:

10.1609/aaai.v28i1.8759


Abstract:

Scoring involves the compression of a number of quantitative attributes into a single meaningful value. We consider the problem of how to generate scores in a setting where they should be weakly monotone (either non-increasing or non-decreasing) in their dimensions. Our approach allows an expert to score an arbitrary set of points to produce meaningful, continuous, monotone scores over the entire domain, while exactly interpolating through those inputs. In contrast, existing monotone interpolating methods only work in two dimensions and typically require exhaustive grid input. Our technique significantly lowers the bar to score creation, allowing domain experts to develop mathematically coherent scores. The method is used in practice to create the LEED Performance scores that gauge building sustainability.

Topics: AAAI

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Abraham Othman Supervised Scoring with Monotone Multidimensional Splines Proceedings of the AAAI Conference on Artificial Intelligence, 28 (2014) .

Abraham Othman Supervised Scoring with Monotone Multidimensional Splines AAAI 2014, .

Abraham Othman (2014). Supervised Scoring with Monotone Multidimensional Splines. Proceedings of the AAAI Conference on Artificial Intelligence, 28, .

Abraham Othman. Supervised Scoring with Monotone Multidimensional Splines. Proceedings of the AAAI Conference on Artificial Intelligence, 28 2014 p..

Abraham Othman. 2014. Supervised Scoring with Monotone Multidimensional Splines. "Proceedings of the AAAI Conference on Artificial Intelligence, 28". .

Abraham Othman. (2014) "Supervised Scoring with Monotone Multidimensional Splines", Proceedings of the AAAI Conference on Artificial Intelligence, 28, p.

Abraham Othman, "Supervised Scoring with Monotone Multidimensional Splines", AAAI, p., 2014.

Abraham Othman. "Supervised Scoring with Monotone Multidimensional Splines". Proceedings of the AAAI Conference on Artificial Intelligence, 28, 2014, p..

Abraham Othman. "Supervised Scoring with Monotone Multidimensional Splines". Proceedings of the AAAI Conference on Artificial Intelligence, 28, (2014): .

Abraham Othman. Supervised Scoring with Monotone Multidimensional Splines. AAAI[Internet]. 2014[cited 2023]; .


ISSN: 2374-3468


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