| dc.contributor.author | Ashrafi, Parivash | |
| dc.contributor.author | Sun, Yi | |
| dc.contributor.author | Davey, Neil | |
| dc.contributor.author | Adams, Roderick | |
| dc.contributor.author | Brown, Marc | |
| dc.contributor.author | Prapopoulou, Maria | |
| dc.contributor.author | Moss, Gary | |
| dc.date.accessioned | 2017-06-29T11:07:49Z | |
| dc.date.available | 2017-06-29T11:07:49Z | |
| dc.date.issued | 2015-10-01 | |
| dc.identifier.citation | Ashrafi , P , Sun , Y , Davey , N , Adams , R , Brown , M , Prapopoulou , M & Moss , G 2015 , The importance of hyperparameters selection within small datasets . in 2015 International Joint Conference on Neural Networks (IJCNN) . Institute of Electrical and Electronics Engineers (IEEE) , 2015 International Joint Conference on Neural Networks , Killarney , Ireland , 12/07/15 . https://doi.org/10.1109/IJCNN.2015.7280645 | |
| dc.identifier.citation | conference | |
| dc.identifier.isbn | 978-1-4799-1961-1 | |
| dc.identifier.isbn | 2161-4393 | |
| dc.identifier.isbn | 978-1-4799-1960-4 | |
| dc.identifier.uri | http://hdl.handle.net/2299/18647 | |
| dc.description | Parivash Ashrafi, Yi Sun, Neil Davey, Rod Adams, Marc B. Brown, Maria Prapopoulou, and Gary Moss, 'The Importance of Hyperparameters Selection within Small Datasets', in Proceedings of the 2015 International Joint Conference on Neural Networks, published in IEEE Explore on 1 October 2015, DOI: 10.1109/IJCNN.2015.7280645. @2015 IEEE. | |
| dc.description.abstract | Gaussian Process is a Machine Learning technique that has been applied to the analysis of percutaneous absorption of chemicals through human skin. The normal, automatic method of setting the hyperparameters associated with Gaussian Processes may not be suitable for small datasets. In this paper we investigate whether a handcrafted search method of determining these hyperparameters is better for such datasets. | en |
| dc.language.iso | eng | |
| dc.publisher | Institute of Electrical and Electronics Engineers (IEEE) | |
| dc.relation.ispartof | 2015 International Joint Conference on Neural Networks (IJCNN) | |
| dc.title | The importance of hyperparameters selection within small datasets | en |
| dc.contributor.institution | School of Life and Medical Sciences | |
| dc.contributor.institution | School of Computer Science | |
| dc.contributor.institution | Centre for Computer Science and Informatics Research | |
| dc.contributor.institution | Department of Pharmacy, Pharmacology and Postgraduate Medicine | |
| dc.contributor.institution | Centre for Research into Topical Drug Delivery and Toxicology | |
| dc.contributor.institution | Pharmaceutics | |
| dc.contributor.institution | Skin and Nail Group | |
| dc.contributor.institution | Airway Group | |
| dc.contributor.institution | Bioadhesive Drug Delivery Group | |
| dc.contributor.institution | Nanopharmaceutics | |
| dc.contributor.institution | Pharmaceutical Analysis and Product Characterisation | |
| dc.contributor.institution | Toxicology | |
| dc.contributor.institution | Biocomputation Research Group | |
| rioxxterms.versionofrecord | 10.1109/IJCNN.2015.7280645 | |
| rioxxterms.type | Other | |
| herts.preservation.rarelyaccessed | true | |
