Interactive structured output prediction: application to chromosome classification
Please use this identifier to cite or link to this item:
http://hdl.handle.net/10045/18323
| Title: | Interactive structured output prediction: application to chromosome classification |
|---|---|
| Authors: | Oncina, Jose | Vidal Ruiz, Enrique |
| Research Group/s: | Reconocimiento de Formas e Inteligencia Artificial |
| Center, Department or Service: | Universidad de Alicante. Departamento de Lenguajes y Sistemas Informáticos | Universidad Politécnica de Valencia. Instituto Tecnológico de Informática |
| Keywords: | Interactive pattern recognition | Machine learning | Structured output prediction | Chromosome classification | Karyotype recognition |
| Knowledge Area: | Lenguajes y Sistemas Informáticos |
| Issue Date: | 2011 |
| Publisher: | Springer Berlin / Heidelberg |
| Citation: | ONCINA, Jose; VIDAL, Enrique. "Interactive structured output prediction: application to chromosome classification". En: Pattern Recognition and Image Analysis : 5th Iberian Conference, IbPRIA 2011, Las Palmas de Gran Canaria, Spain, June 8-10, 2011 : proceedings / Jordi Vitrià, João Miguel Sanches, Mario Hernández (Eds.). Berlin : Springer, 2011. (Lecture Notes in Computer Science; 6669). ISBN 978-3-642-21256-7, pp. 256-264 |
| Abstract: | Interactive Pattern Recognition concepts and techniques are applied to problems with structured output; i.e., problems in which the result is not just a simple class label, but a suitable structure of labels. For illustration purposes (a simplification of) the problem of Human Karyotyping is considered. Results show that a) taking into account label dependencies in a karyogram significantly reduces the classical (non-interactive) chromosome label prediction error rate and b) they are further improved when interactive processing is adopted. |
| Sponsor: | Work supported by the MIPRCV Spanish MICINN “Consolider Ingenio 2010” program (CSD2007-00018). Work supported by the Spanish CICyT through project TIN2009-14205-C04-01. This work was supported in part by the IST Programme of the European Community, under the PASCAL2 Network of Excellence, IST-2007-216886. |
| URI: | http://hdl.handle.net/10045/18323 |
| ISBN: | 978-3-642-21256-7 |
| ISSN: | 0302-9743 (Print) | 1611-3349 (Online) |
| DOI: | 10.1007/978-3-642-21257-4_32 |
| Language: | eng |
| Type: | info:eu-repo/semantics/conferenceObject |
| Rights: | The original publication is available at www.springerlink.com |
| Peer Review: | si |
| Publisher version: | http://dx.doi.org/10.1007/978-3-642-21257-4_32 |
| Appears in Collections: | INV - GRFIA - Comunicaciones a Congresos, Conferencias, etc. Research funded by the EU |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
 karyo.pdf | Versión revisada (acceso libre) | 115,83 kB | Adobe PDF | Open Preview |
 karyo_final.pdf | Versión final (acceso restringido) | 168,94 kB | Adobe PDF | Open Request a copy |
See citations in Google Scholar
Items in RUA are protected by copyright, with all rights reserved, unless otherwise indicated.