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5. Ranking Based Unsupervised Feature Selection Methods: An Empirical Comparative Study in High Dimensional Datasets

Author

Solorio-Fernández, Saúl, Carrasco-Ochoa, J. Ariel, Martínez-Trinidad, José Fco., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Batyrshin, Ildar, editor, Martínez-Villaseñor, María de Lourdes, editor, and Ponce Espinosa, Hiram Eredín, editor

Published
2018
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6. Fast-BR vs. Fast-CT_EXT: An Empirical Performance Study

Author

Rodríguez-Diez, Vladímir, Martínez-Trinidad, José Fco., Carrasco-Ochoa, J. Ariel, Lazo-Cortés, Manuel S., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Carrasco-Ochoa, Jesús Ariel, editor, Martínez-Trinidad, José Francisco, editor, and Olvera-López, José Arturo, editor

Published
2017
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7. An Algorithm for Computing Goldman Fuzzy Reducts

Author

Carrasco-Ochoa, J. Ariel, Lazo-Cortés, Manuel S., Martínez-Trinidad, José Fco., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Carrasco-Ochoa, Jesús Ariel, editor, Martínez-Trinidad, José Francisco, editor, and Olvera-López, José Arturo, editor

Published
2017
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10. Hybrid Feature Selection Method for Supervised Classification Based on Laplacian Score Ranking

Author

Solorio-Fernández, Saúl, Carrasco-Ochoa, J. Ariel, Martínez-Trinidad, José Fco., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Martínez-Trinidad, José Francisco, editor, and Carrasco-Ochoa, Jesús Ariel, editor

Published
2010
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12. A New Incremental Algorithm for Induction of Multivariate Decision Trees for Large Datasets

Author

Franco-Arcega, Anilu, Carrasco-Ochoa, J. Ariel, Sánchez-Díaz, Guillermo, Martínez-Trinidad, J. Fco, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Fyfe, Colin, editor, Kim, Dongsup, editor, Lee, Soo-Young, editor, and Yin, Hujun, editor

Published
2008
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13. Prototype Selection Via Prototype Relevance

Author

Olvera-López, J. Arturo, Carrasco-Ochoa, J. Ariel, Martínez-Trinidad, J. Fco., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Ruiz-Shulcloper, José, editor, and Kropatsch, Walter G., editor

Published
2008
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16. FPGA-Based Architecture for Computing Testors

Author

Rojas, Alejandro, Cumplido, René, Carrasco-Ochoa, J. Ariel, Feregrino, Claudia, Martínez-Trinidad, J. Francisco, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Yin, Hujun, editor, Tino, Peter, editor, Corchado, Emilio, editor, Byrne, Will, editor, and Yao, Xin, editor

Published
2007
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17. Fast k Most Similar Neighbor Classifier for Mixed Data Based on a Tree Structure

Author

Hernández-Rodríguez, Selene, Martínez-Trinidad, J. Francisco, Carrasco-Ochoa, J. Ariel, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Rueda, Luis, editor, and Mery, Domingo, editor

Published
2007
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18. Mixed Data Object Selection Based on Clustering and Border Objects

Author

Olvera-López, J. Arturo, Martínez-Trinidad, J. Francisco, Carrasco-Ochoa, J. Ariel, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Rueda, Luis, editor, and Mery, Domingo, editor

Published
2007
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19. On the Design and Implementation of a High Performance Configurable Architecture for Testor Identification

Author

Cumplido, René, Carrasco-Ochoa, J. Ariel, Feregrino, Claudia, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Martínez-Trinidad, José Francisco, editor, and Carrasco Ochoa, Jesús Ariel, editor

Published
2006
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20. Conceptual K-Means Algorithm Based on Complex Features

Author

Ayaquica-Martínez, I. O., Martínez-Trinidad, J. Fco., Carrasco-Ochoa, J. Ariel, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Martínez-Trinidad, José Francisco, editor, and Carrasco Ochoa, Jesús Ariel, editor

Published
2006
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21. Edition Schemes Based on BSE

Author

Olvera-López, J. Arturo, Martínez-Trinidad, J. Fco., Carrasco-Ochoa, J. Ariel, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Sanfeliu, Alberto, editor, and Cortés, Manuel Lazo, editor

Published
2005
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22. Sequential Search for Decremental Edition

Author

Olvera-López, José A., Carrasco-Ochoa, J. Ariel, Martínez-Trinidad, José Fco., Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Gallagher, Marcus, editor, Hogan, James P., editor, and Maire, Frederic, editor

Published
2005
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36. Extensions to AGraP Algorithm for Finding a Reduced Set of Inexact Graph Patterns.

Author

Flores-Garrido, Marisol, Carrasco-Ochoa, J. Ariel, and Martínez-Trinidad, José Fco.

Subjects
*PATTERN recognition systems, *DATA mining, *ISOMORPHISM (Mathematics), *CLASSIFICATION algorithms, *GRAPH algorithms
Abstract

Most algorithms to mine graph patterns, during the searching process, require a pattern to be identical to its occurrences, relying on the graph isomorphism problem. However, in recent years, there has been interest in the case in which it is acceptable to have some differences between a pattern and its occurrences, whether these differences are in labels or in structure. Allowing some differences and using inexact matching to measure the similarity between graphs lead to the discovery of new patterns, but some important challenges, such as the increment on the number of found patterns, make the post-mining analysis harder. In this work we focus on two extensions of the AGraP algorithm, which mines inexact patterns, addressing the issue of reducing the output pattern set while trying to retain the useful information gained through the use of inexact matching. First, exploring a traditional approach, we propose the CloseAFG algorithm that focuses on closed patterns. Then, we propose the IntAFG algorithm to find a subset of patterns covering the original pattern set, while lessening redundancy among selected patterns. We show the performance of our approaches through some experiments on synthetic databases; additionally, we also show the usefulness of the reduced pattern sets for image classification. [ABSTRACT FROM AUTHOR]

Published
2018
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49. Mixed Data Object Selection Based on Clustering and Border Objects.

Author

Hutchison, David, Kanade, Takeo, Kleinberg, Jon M., Mattern, Friedemann, Mitchell, John C., Naor, Moni, Nierstrasz, Oscar, Pandu Rangan, C., Steffen, Bernhard, Sudan, Madhu, Terzopoulos, Demetri, Tygar, Doug, Vardi, Moshe Y., Weikum, Gerhard, Rueda, Luis, Mery, Domingo, Kittler, Josef, Olvera-López, J. Arturo, Martínez-Trinidad, J. Francisco, and Carrasco-Ochoa, J. Ariel

Abstract

In supervised classification, the object selection or instance selection is an important task, mainly for instance-based classifiers since through this process the time in training and classification stages could be reduced. In this work, we propose a new mixed data object selection method based on clustering and border objects. We carried out an experimental comparison between our method and other object selection methods using some mixed data classifiers. [ABSTRACT FROM AUTHOR]

Published
2008
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50. Fast k Most Similar Neighbor Classifier for Mixed Data Based on a Tree Structure.

Author

Hutchison, David, Kanade, Takeo, Kleinberg, Jon M., Mattern, Friedemann, Mitchell, John C., Naor, Moni, Nierstrasz, Oscar, Pandu Rangan, C., Steffen, Bernhard, Sudan, Madhu, Terzopoulos, Demetri, Tygar, Doug, Vardi, Moshe Y., Weikum, Gerhard, Rueda, Luis, Mery, Domingo, Kittler, Josef, Hernández-Rodríguez, Selene, Martínez-Trinidad, J. Francisco, and Carrasco-Ochoa, J. Ariel

Abstract

In this work, a fast k most similar neighbor (k-MSN) classifier for mixed data is presented. The k nearest neighbor (k-NN) classifier has been a widely used nonparametric technique in Pattern Recognition. Many fast k-NN classifiers have been developed to be applied on numerical object descriptions, most of them based on metric properties to avoid object comparisons. However, in some sciences as Medicine, Geology, Sociology, etc., objects are usually described by numerical and non numerical features (mixed data). In this case, we can not assume the comparison function satisfies metric properties. Therefore, our classifier is based on search algorithms suitable for mixed data and non-metric comparison functions. Some experiments and a comparison against other two fast k-NN methods, using standard databases, are presented. [ABSTRACT FROM AUTHOR]

Published
2008
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