L773:0893 6080
Sökning: L773:0893 6080 > (2005-2009) > Exploring new possi...
LIBRIS Formathandbok (Information om MARC21)
| Fältnamn | Indikatorer | Metadata |
|---|---|---|
| 000 | 04978naa a2200421 4500 | |
| 001 | oai:lup.lub.lu.se:a3527bd8-8ffc-4c59-a221-9c90a1227ac1 | |
| 003 | SwePub | |
| 008 | 160401s2009 | |||||||||||000 ||eng| | |
| 024 | 7 | a https://lup.lub.lu.se/record/7795302 URI |
| 024 | 7 | a https://doi.org/10.1016/j.neunet.2008.09.0142 DOI |
| 040 | a (SwePub)lu | |
| 041 | a engb eng | |
| 042 | 9 SwePub | |
| 072 | 7 | a art2 swepub-publicationtype |
| 072 | 7 | a ref2 swepub-contenttype |
| 100 | 1 | a Green, Michaelu Lund University,Lunds universitet,Beräkningsbiologi och biologisk fysik - Genomgår omorganisation,Institutionen för astronomi och teoretisk fysik - Genomgår omorganisation,Naturvetenskapliga fakulteten,Computational Biology and Biological Physics - Undergoing reorganization,Department of Astronomy and Theoretical Physics - Undergoing reorganization,Faculty of Science4 aut0 (Swepub:lu)thep-mgr |
| 245 | 1 0 | a Exploring new possibilities for case based explanation of artificial neural network ensembles |
| 264 | 1 | b Elsevier BV,c 2009 |
| 520 | a Artificial neural network (ANN) ensembles have long suffered from a lack of interpretability. This has severely limited the practical usability of ANNs in settings where an erroneous decision can be disastrous. Several attempts have been made to alleviate this problem. Many of them are based on decomposing the decision boundary of the ANN into a set of rules. We explore and compare a set of new methods for this explanation process on two artificial data sets (Monks 1 and 3), and one acute coronary syndrome data set consisting of 861 electrocardiograms (ECG) collected retrospectively at the emergency department at Lund University Hospital. The algorithms managed to extract good explanations in more than 84% of the cases. More to the point, the best method provided 99% and 91% good explanations in Monks data 1 and 3 respectively. Also there was a significant overlap between the algorithms. Furthermore, when explaining a given ECG, the overlap between this method and one of the physicians was the same as the one between the two physicians in this study. Still the physicians were significantly, p-value <0.001, more similar to each other than to any of the methods. The algorithms have the potential to be used as an explanatory aid when using ANN ensembles in clinical decision support systems. | |
| 650 | 7 | a MEDICIN OCH HÄLSOVETENSKAPx Klinisk medicinx Radiologi och bildbehandling0 (SwePub)302082 hsv//swe |
| 650 | 7 | a MEDICAL AND HEALTH SCIENCESx Clinical Medicinex Radiology, Nuclear Medicine and Medical Imaging0 (SwePub)302082 hsv//eng |
| 650 | 7 | a MEDICIN OCH HÄLSOVETENSKAPx Klinisk medicinx Anestesi och intensivvård0 (SwePub)302012 hsv//swe |
| 650 | 7 | a MEDICAL AND HEALTH SCIENCESx Clinical Medicinex Anesthesiology and Intensive Care0 (SwePub)302012 hsv//eng |
| 653 | a Neural Network Ensembles | |
| 653 | a Acute Coronary Syndrome | |
| 653 | a Case-Based Explanation | |
| 653 | a Sensitivity Analysis | |
| 700 | 1 | a Ekelund, Ulfu Lund University,Lunds universitet,Medicin, Lund,Sektion II,Institutionen för kliniska vetenskaper, Lund,Medicinska fakulteten,Medicine, Lund,Section II,Department of Clinical Sciences, Lund,Faculty of Medicine4 aut0 (Swepub:lu)mphy-uek |
| 700 | 1 | a Edenbrandt, Larsu Lund University,Lunds universitet,Nuklearmedicin, Malmö,Forskargrupper vid Lunds universitet,Nuclear medicine, Malmö,Lund University Research Groups4 aut0 (Swepub:lu)klfy-led |
| 700 | 1 | a Björk, Jonasu Lund University,Lunds universitet,Centrum för ekonomisk demografi,Ekonomihögskolan,Avdelningen för arbets- och miljömedicin,Institutionen för laboratoriemedicin,Medicinska fakulteten,Centre for Economic Demography,Lund University School of Economics and Management, LUSEM,Division of Occupational and Environmental Medicine, Lund University,Department of Laboratory Medicine,Faculty of Medicine4 aut0 (Swepub:lu)ymed-jbj |
| 700 | 1 | a Lundager Hansen, Jakobu Skåne University Hospital4 aut0 (Swepub:lu)ja8218lu |
| 700 | 1 | a Ohlsson, Mattiasu Lund University,Lunds universitet,Beräkningsbiologi och biologisk fysik - Genomgår omorganisation,Institutionen för astronomi och teoretisk fysik - Genomgår omorganisation,Naturvetenskapliga fakulteten,Computational Biology and Biological Physics - Undergoing reorganization,Department of Astronomy and Theoretical Physics - Undergoing reorganization,Faculty of Science4 aut0 (Swepub:lu)thep-moh |
| 710 | 2 | a Beräkningsbiologi och biologisk fysik - Genomgår omorganisationb Institutionen för astronomi och teoretisk fysik - Genomgår omorganisation4 org |
| 773 | 0 | t Neural Networksd : Elsevier BVg 22:1, s. 75-81q 22:1<75-81x 1879-2782x 0893-6080 |
| 856 | 4 | u http://dx.doi.org/10.1016/j.neunet.2008.09.014y FULLTEXT |
| 856 | 4 | u https://lup.lub.lu.se/search/files/77279029/1173481.pdf |
| 856 | 4 8 | u https://lup.lub.lu.se/record/779530 |
| 856 | 4 8 | u https://doi.org/10.1016/j.neunet.2008.09.014 |
Hitta mer i SwePub
- Av författaren/redakt...
- Green, Michael
- Ekelund, Ulf
- Edenbrandt, Lars
- Björk, Jonas
- Lundager Hansen, ...
- Ohlsson, Mattias
- Om ämnet
-
- MEDICIN OCH HÄLSOVETENSKAP
- MEDICIN OCH HÄLS ...
- och Klinisk medicin
- och Radiologi och bi ...
-
- MEDICIN OCH HÄLSOVETENSKAP
- MEDICIN OCH HÄLS ...
- och Klinisk medicin
- och Anestesi och int ...
- Artiklar i publikationen
- Neural Networks
- Av lärosätet
- Lunds universitet
Sök utanför SwePub
- Sök vidare i:
- Google Book Search
- Google Scholar
Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.
- Copyright © LIBRIS - Nationella bibliotekssystem
- LIBRIS.kb.se
