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Interpretation of Conformal Prediction Classification Models
AstraZeneca Innovat Med & Early Dev, Drug Safety & Metab, Molndal, Sweden..
Uppsala University, Disciplinary Domain of Medicine and Pharmacy, Faculty of Pharmacy, Department of Pharmaceutical Biosciences.
Univ New Mexico, Internal Med, Albuquerque, NM 87131 USA..
AstraZeneca Innovat Med & Early Dev, Drug Safety & Metab, Molndal, Sweden..
2015 (English)In: STATISTICAL LEARNING AND DATA SCIENCES, 2015, 323-334 p.Conference paper, Published paper (Refereed)
Abstract [en]

We present a method for interpretation of conformal prediction models. The discrete gradient of the largest p-value is calculated with respect to object space. A criterion is applied to identify the most important component of the gradient and the corresponding part of the object is visualized. The method is exemplified with data from drug discovery relating chemical compounds to mutagenicity. Furthermore, a comparison is made to already established important subgraphs with respect to mutagenicity and this initial assessment shows very useful results with respect to interpretation of a conformal predictor.

Place, publisher, year, edition, pages
2015. 323-334 p.
Series
Lecture Notes in Artificial Intelligence, ISSN 0302-9743 ; 9047
National Category
Pharmaceutical Sciences
Identifiers
URN: urn:nbn:se:uu:diva-266296DOI: 10.1007/978-3-319-17091-6_27ISI: 000361990900027ISBN: 978-3-319-17091-6 (print)ISBN: 978-3-319-17090-9 (print)OAI: oai:DiVA.org:uu-266296DiVA: diva2:867660
Conference
3rd International Symposium on Statistical Learning and Data Sciences (SLDS), APR 20-23, 2015, Egham, ENGLAND
Available from: 2015-11-06 Created: 2015-11-06 Last updated: 2015-11-06Bibliographically approved

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Spjuth, Ola

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