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Author |
Thierry Brouard; A. Delaplace; Muhammad Muzzamil Luqman; H. Cardot; Jean-Yves Ramel |
![goto web page url](img/www.gif)
![find book details (via ISBN) isbn](img/isbn.gif)
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Title |
Design of Evolutionary Methods Applied to the Learning of Bayesian Nerwork Structures |
Type |
Book Chapter |
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Year |
2010 |
Publication |
Bayesian Network |
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13-37 |
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Sciyo |
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Ahmed Rebai |
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978-953-307-124-4 |
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no |
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Admin @ si @ BDL2010 |
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1461 |
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Author |
Pierluigi Casale; Oriol Pujol; Petia Radeva |
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Title |
Embedding Random Projections in Regularized Gradient Boosting Machines |
Type |
Conference Article |
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Year |
2010 |
Publication |
Supervised and Unsupervised Ensemble Methods and their Applications in the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases |
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44–53 |
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Barcelona (Spain) |
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SUEMA |
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MILAB;HUPBA |
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no |
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Call Number |
BCNPCL @ bcnpcl @ CPR2010c |
Serial |
1466 |
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Author |
Angel Sappa (ed) |
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Title |
Computer Graphics and Imaging |
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Book Whole |
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Year |
2010 |
Publication |
Computer Graphics and Imaging |
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Angel Sappa |
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978–0–88986–836–6 |
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CGIM |
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ADAS |
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no |
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Call Number |
ADAS @ adas @ Sap2010 |
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1468 |
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Author |
Antonio Hernandez; Carlo Gatta; Petia Radeva; Laura Igual; R. Letaz; Sergio Escalera |
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Title |
Automatic Vessel Segmentation For Angiography and CT Registration |
Type |
Conference Article |
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Year |
2010 |
Publication |
Medical Image Computing in Catalunya: Graduate Student Workshop |
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Pages |
1–2 |
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Address |
Girona |
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Conference |
MICCAT |
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Notes |
MILAB;HUPBA |
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no |
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Call Number |
BCNPCL @ bcnpcl @ HGR2010 |
Serial |
1474 |
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Author |
Michal Drozdzal; Laura Igual; Jordi Vitria; Petia Radeva; Carolina Malagelada; Fernando Azpiroz |
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Title |
SIFT flow-based Sequences Alignment |
Type |
Conference Article |
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Year |
2010 |
Publication |
Medical Image Computing in Catalunya: Graduate Student Workshop |
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Volume |
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Issue |
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Pages |
7–8 |
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Address |
Girona, Spain |
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MICCAT |
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Notes |
OR;MILAB;MV |
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no |
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Call Number |
BCNPCL @ bcnpcl @ DIV2010 |
Serial |
1475 |
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Author |
Santiago Segui; Michal Drozdzal; Petia Radeva; Jordi Vitria |
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Title |
Severe Motility Diagnosis using WCE |
Type |
Conference Article |
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Year |
2010 |
Publication |
Medical Image Computing in Catalunya: Graduate Student Workshop |
Abbreviated Journal |
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Volume |
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Issue |
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Pages |
45–46 |
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Address |
Girona, Spain |
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MICCAT |
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Notes |
OR;MILAB;MV |
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no |
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Call Number |
BCNPCL @ bcnpcl @ SDR2010 |
Serial |
1478 |
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Author |
Albert Andaluz; Francesc Carreras; Debora Gil; Jaume Garcia |
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Title |
Una aplicació amigable pel càlcul de indicadors clínics del ventricle esquerre |
Type |
Miscellaneous |
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Year |
2010 |
Publication |
Forum Biocat 2010 |
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Address |
Lonja de Mar,Barcelona (Spain) |
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Corporate Author |
CVC |
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Publisher |
Biocat |
Place of Publication |
Barcelona |
Editor |
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Language |
Catalan |
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Notes |
IAM |
Approved |
no |
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Call Number |
IAM @ iam @ ACG2010 |
Serial |
1483 |
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Author |
Miguel Angel Bautista; Sergio Escalera; Xavier Baro; Oriol Pujol; Jordi Vitria; Petia Radeva |
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Title |
Compact Evolutive Design of Error-Correcting Output Codes. Supervised and Unsupervised Ensemble Methods and Applications |
Type |
Conference Article |
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Year |
2010 |
Publication |
European Conference on Machine Learning |
Abbreviated Journal |
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Volume |
I |
Issue |
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Pages |
119-128 |
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Conference |
ECML |
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Notes |
MILAB; OR;HUPBA;MV |
Approved |
no |
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Call Number |
Admin @ si @ BEB2010 |
Serial |
1775 |
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Permanent link to this record |
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Author |
Carolina Malagelada; F.De Lorio; Fernando Azpiroz; Santiago Segui; Petia Radeva; Anna Accarino; J.Santos; Juan R. Malagelada |
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Title |
Intestinal Dysmotility in Patients with Functional Intestinal Disorders Demonstrated by Computer Vision Analysis of Capsule Endoscopy Images |
Type |
Conference Article |
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Year |
2010 |
Publication |
18th United European Gastroenterology Week |
Abbreviated Journal |
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Volume |
56 |
Issue |
3 |
Pages |
A19-20 |
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Address |
Barcelona |
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UEGW |
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Notes |
MILAB |
Approved |
no |
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Call Number |
Admin @ si @ MLA2010 |
Serial |
1779 |
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Permanent link to this record |
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Author |
Monica Piñol |
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Title |
Adaptative Vocabulary Tree for Image Classification using Reinforcement Learning |
Type |
Report |
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Year |
2010 |
Publication |
CVC Technical Report |
Abbreviated Journal |
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Volume |
162 |
Issue |
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Pages |
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Abstract ![sorted by Abstract field, ascending order (up)](img/sort_asc.gif) |
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Address |
Bellaterra (Barcelona) |
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Corporate Author |
Computer Vision Center |
Thesis |
Master's thesis |
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Notes |
ADAS |
Approved |
no |
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Call Number |
Admin @ si @ Piñ2010 |
Serial |
1936 |
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Permanent link to this record |
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Author |
Jean-Marc Ogier; Wenyin Liu; Josep Llados (eds) |
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Title |
Graphics Recognition: Achievements, Challenges, and Evolution |
Type |
Book Whole |
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Year |
2010 |
Publication |
8th International Workshop GREC 2009. |
Abbreviated Journal |
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Volume |
6020 |
Issue |
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Address |
La Rochelle |
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Publisher |
Springer Link |
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Editor |
Jean-Marc Ogier; Wenyin Liu; Josep Llados |
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Lecture Notes in Computer Science |
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LNCS |
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ISBN |
978-3-642-13727-3 |
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Conference |
GREC |
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Notes |
DAG |
Approved |
no |
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Call Number |
Admin @ si @ OLL2010 |
Serial |
1976 |
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Permanent link to this record |
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Author |
Mirko Arnold; Anarta Ghosh; Stephen Ameling; G Lacey |
![goto web page (via DOI) doi](img/doi.gif)
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Title |
Automatic segmentation and inpainting of specular highlights for endoscopic imaging |
Type |
Journal Article |
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Year |
2010 |
Publication |
EURASIP Journal on Image and Video Processing |
Abbreviated Journal |
EURASIP JIVP |
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Volume |
2010 |
Issue |
9 |
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800 |
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Notes |
MV |
Approved |
no |
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Call Number |
fernando @ fernando @ |
Serial |
2423 |
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Permanent link to this record |
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Author |
Bogdan Raducanu; Jordi Vitria; Ales Leonardis |
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Title |
Online pattern recognition and machine learning techniques for computer-vision: Theory and applications |
Type |
Journal Article |
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Year |
2010 |
Publication |
Image and Vision Computing |
Abbreviated Journal |
IMAVIS |
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Volume |
28 |
Issue |
7 |
Pages |
1063–1064 |
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Abstract ![sorted by Abstract field, ascending order (up)](img/sort_asc.gif) |
(Editorial for the Special Issue on Online pattern recognition and machine learning techniques)
In real life, visual learning is supposed to be a continuous process. This paradigm has found its way also in artificial vision systems. There is an increasing trend in pattern recognition represented by online learning approaches, which aims at continuously updating the data representation when new information arrives. Starting with a minimal dataset, the initial knowledge is expanded by incorporating incoming instances, which may have not been previously available or foreseen at the system’s design stage. An interesting characteristic of this strategy is that the train and test phases take place simultaneously. Given the increasing interest in this subject, the aim of this special issue is to be a landmark event in the development of online learning techniques and their applications with the hope that it will capture the interest of a wider audience and will attract even more researchers. We received 19 contributions, of which 9 have been accepted for publication, after having been subjected to usual peer review process. |
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Elsevier |
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ISSN |
0262-8856 |
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OR;MV |
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no |
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Call Number |
BCNPCL @ bcnpcl @ RVL2010 |
Serial |
1280 |
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Permanent link to this record |
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Author |
Sergio Escalera; Oriol Pujol; Petia Radeva |
![goto web page url](img/www.gif)
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Title |
Error-Correcting Output Codes Library |
Type |
Journal Article |
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Year |
2010 |
Publication |
Journal of Machine Learning Research |
Abbreviated Journal |
JMLR |
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Volume |
11 |
Issue |
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Pages |
661-664 |
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Abstract ![sorted by Abstract field, ascending order (up)](img/sort_asc.gif) |
(Feb):661−664
In this paper, we present an open source Error-Correcting Output Codes (ECOC) library. The ECOC framework is a powerful tool to deal with multi-class categorization problems. This library contains both state-of-the-art coding (one-versus-one, one-versus-all, dense random, sparse random, DECOC, forest-ECOC, and ECOC-ONE) and decoding designs (hamming, euclidean, inverse hamming, laplacian, β-density, attenuated, loss-based, probabilistic kernel-based, and loss-weighted) with the parameters defined by the authors, as well as the option to include your own coding, decoding, and base classifier. |
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Edition |
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ISSN |
1532-4435 |
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Notes |
MILAB;HUPBA |
Approved |
no |
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Call Number |
BCNPCL @ bcnpcl @ EPR2010c |
Serial |
1286 |
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Permanent link to this record |
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Author |
Sergio Escalera; Oriol Pujol; Petia Radeva |
![goto web page (via DOI) doi](img/doi.gif)
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Title |
On the Decoding Process in Ternary Error-Correcting Output Codes |
Type |
Journal Article |
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Year |
2010 |
Publication |
IEEE on Pattern Analysis and Machine Intelligence |
Abbreviated Journal |
TPAMI |
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Volume |
32 |
Issue |
1 |
Pages |
120–134 |
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Abstract ![sorted by Abstract field, ascending order (up)](img/sort_asc.gif) |
A common way to model multiclass classification problems is to design a set of binary classifiers and to combine them. Error-correcting output codes (ECOC) represent a successful framework to deal with these type of problems. Recent works in the ECOC framework showed significant performance improvements by means of new problem-dependent designs based on the ternary ECOC framework. The ternary framework contains a larger set of binary problems because of the use of a ldquodo not carerdquo symbol that allows us to ignore some classes by a given classifier. However, there are no proper studies that analyze the effect of the new symbol at the decoding step. In this paper, we present a taxonomy that embeds all binary and ternary ECOC decoding strategies into four groups. We show that the zero symbol introduces two kinds of biases that require redefinition of the decoding design. A new type of decoding measure is proposed, and two novel decoding strategies are defined. We evaluate the state-of-the-art coding and decoding strategies over a set of UCI machine learning repository data sets and into a real traffic sign categorization problem. The experimental results show that, following the new decoding strategies, the performance of the ECOC design is significantly improved. |
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ISSN |
0162-8828 |
ISBN |
|
Medium |
|
|
|
Area |
|
Expedition |
|
Conference |
|
|
|
Notes |
MILAB;HUPBA |
Approved |
no |
|
|
Call Number |
BCNPCL @ bcnpcl @ EPR2010b |
Serial |
1277 |
|
Permanent link to this record |