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Discrimination betw...
Discrimination between modes of toxic action of phenols using rule based methods
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Norinder, Ulf (författare)
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Lidén, Per (författare)
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- Boström, Henrik (författare)
- Stockholms universitet,KTH,Data- och systemvetenskap, DSV,Institutionen för data- och systemvetenskap
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(creator_code:org_t)
- 2006-05-24
- 2006
- Engelska.
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Ingår i: Molecular diversity. - : Springer Science and Business Media LLC. - 1381-1991 .- 1573-501X. ; 10:2, s. 207-212
- Relaterad länk:
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https://urn.kb.se/re...
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visa fler...
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https://doi.org/10.1...
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https://urn.kb.se/re...
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Abstract
Ämnesord
Stäng
- Rule-based ensemble modelling has been used to develop a model with high accuracy and predictive capabilities for distinguishing between four different modes of toxic action for a set of 220 phenols. The model not only predicts the majority class (polar narcotics) well but also the other three classes (weak acid respiratory uncouplers, pro-electrophiles and soft electrophiles) of toxic action despite the severely skewed distribution among the four investigated classes. Furthermore, the investigation also highlights the merits of using ensemble (or consensus) modelling as an alternative to the more traditional development of a single model in order to promote robustness and accuracy with respect to the predictive capability for the derived model.
Ämnesord
- NATURVETENSKAP -- Biologi -- Biokemi och molekylärbiologi (hsv//swe)
- NATURAL SCIENCES -- Biological Sciences -- Biochemistry and Molecular Biology (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Systemvetenskap, informationssystem och informatik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Information Systems (hsv//eng)
Nyckelord
- 2-D descriptors
- ensembles
- phenols
- rule-based modelling
- toxic action
- Biochemistry
- Biokemi
Publikations- och innehållstyp
- ref (ämneskategori)
- art (ämneskategori)
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