Julián Luengo : rechercher sur Z-Library

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1

Transforming big data into smart data: An insight on the use of the k-nearest neighbors algorithm to obtain quality data

Triguero, Isaac, García-Gil, Diego, Maillo, Jesús, Luengo, Julián, García, Salvador, Herrera, Francisco

Journal:

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

Année:

2018

Langue:

english

Fichier:

PDF, 3.23 MB

english, 2018

2

Big data preprocessing: methods and prospects

García, Salvador, Ramírez-Gallego, Sergio, Luengo, Julián, Benítez, José Manuel, Herrera, Francisco

Journal:

Big Data Analytics

Année:

2016

Langue:

english

Fichier:

PDF, 794 KB

english, 2016

3

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

Salvador García, Alberto Fernández, Julián Luengo, Francisco Herrera

Journal:

Information Sciences

Année:

2010

Langue:

english

Fichier:

PDF, 1.56 MB

english, 2010

4

Tutorial on Practical Tips of the Most Influential Data Preprocessing Algorithms in Data Mining

García, Salvador, Luengo, Julián, Herrera, Francisco

Journal:

Knowledge-Based Systems

Année:

2015

Langue:

english

Fichier:

PDF, 9.85 MB

english, 2015

5

A study on the use of statistical tests for experimentation with neural networks: Analysis of parametric test conditions and non-parametric tests

Julián Luengo, Salvador García, Francisco Herrera

Journal:

Expert Systems with Applications

Année:

2009

Langue:

english

Fichier:

PDF, 478 KB

english, 2009

6

SMOTE–IPF: Addressing the noisy and borderline examples problem in imbalanced classification by a re-sampling method with filtering

Sáez, José A., Luengo, Julián, Stefanowski, Jerzy, Herrera, Francisco

Journal:

Information Sciences

Année:

2015

Langue:

english

Fichier:

PDF, 1.96 MB

english, 2015

7

A study on the use of imputation methods for experimentation with Radial Basis Function Network classifiers handling missing attribute values: The good synergy between RBFNs and EventCovering method

Julián Luengo, Salvador García, Francisco Herrera

Journal:

Neural Networks

Année:

2010

Langue:

english

Fichier:

PDF, 2.02 MB

english, 2010

8

Addressing data complexity for imbalanced data sets: analysis of SMOTE-based oversampling and evolutionary undersampling

Julián Luengo, Alberto Fernández, Salvador García, Francisco Herrera

Journal:

Soft Computing - A Fusion of Foundations, Methodologies and Applications

Année:

2011

Langue:

english

Fichier:

PDF, 3.78 MB

english, 2011

9

[Intelligent Systems Reference Library] Data Preprocessing in Data Mining Volume 72 ||

García, Salvador, Luengo, Julián, Herrera, Francisco

Année:

2015

Langue:

english

Fichier:

PDF, 8.04 MB

english, 2015

10

Domains of competence of fuzzy rule based classification systems with data complexity measures: A case of study using a fuzzy hybrid genetic based machine learning method

Julián Luengo, Francisco Herrera

Journal:

Fuzzy Sets and Systems

Année:

2010

Langue:

english

Fichier:

PDF, 2.78 MB

english, 2010

11

Evolutionary selection of hyperrectangles in nested generalized exemplar learning

Salvador García, Joaquín Derrac, Julián Luengo, Cristóbal J. Carmona, Francisco Herrera

Journal:

Applied Soft Computing

Année:

2011

Langue:

english

Fichier:

PDF, 2.07 MB

english, 2011

12

On the choice of the best imputation methods for missing values considering three groups of classification methods

Julián Luengo, Salvador García, Francisco Herrera

Journal:

Knowledge and Information Systems

Année:

2012

Langue:

english

Fichier:

PDF, 391 KB

english, 2012

13

Predicting noise filtering efficacy with data complexity measures for nearest neighbor classification

José A. Sáez, Julián Luengo, Francisco Herrera

Journal:

Pattern Recognition

Année:

2013

Langue:

english

Fichier:

PDF, 299 KB

english, 2013

14

Analyzing the presence of noise in multi-class problems: alleviating its influence with the One-vs-One decomposition

Sáez, José A., Galar, Mikel, Luengo, Julián, Herrera, Francisco

Journal:

Knowledge and Information Systems

Année:

2014

Langue:

english

Fichier:

PDF, 787 KB

english, 2014

15

An automatic extraction method of the domains of competence for learning classifiers using data complexity measures

Luengo, Julián, Herrera, Francisco

Journal:

Knowledge and Information Systems

Année:

2015

Langue:

english

Fichier:

PDF, 4.42 MB

english, 2015

16

Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers

Sáez, José A., Derrac, Joaquín, Luengo, Julián, Herrera, Francisco

Journal:

Pattern Recognition

Année:

2014

Langue:

english

Fichier:

PDF, 384 KB

english, 2014

17

Towards Highly Accurate Coral Texture Images Classification Using Deep Convolutional Neural Networks and Data Augmentation

Gómez-Ríos, Anabel, Tabik, Siham, Luengo, Julián, Shihavuddin, ASM, Krawczyk, Bartosz, Herrera, Francisco

Journal:

Expert Systems with Applications

Année:

2018

Langue:

english

Fichier:

PDF, 11.85 MB

english, 2018

18

Enabling Smart Data: Noise filtering in Big Data classification

García-Gil, Diego, Luengo, Julián, García, Salvador, Herrera, Francisco

Journal:

Information Sciences

Année:

2019

Langue:

english

Fichier:

PDF, 2.61 MB

english, 2019

19

Coral species identification with texture or structure images using a two-level classifier based on Convolutional Neural Networks

Gómez-Ríos, Anabel, Tabik, Siham, Luengo, Julián, Shihavuddin, A.S.M., Herrera, Francisco

Journal:

Knowledge-Based Systems

Année:

2019

Langue:

english

Fichier:

PDF, 2.96 MB

english, 2019

20

Missing data imputation for fuzzy rule-based classification systems

Julián Luengo, José A. Sáez, Francisco Herrera

Journal:

Soft Computing - A Fusion of Foundations, Methodologies and Applications

Année:

2012

Langue:

english

Fichier:

PDF, 335 KB

english, 2012

21

An analysis on the use of pre-processing methods in evolutionary fuzzy systems for subgroup discovery

Cristóbal J. Carmona, Julián Luengo, Pedro González, María José Del Jesus

Journal:

Expert Systems with Applications

Année:

2012

Langue:

english

Fichier:

PDF, 469 KB

english, 2012

22

Shared domains of competence of approximate learning models using measures of separability of classes

Julián Luengo, Francisco Herrera

Journal:

Information Sciences

Année:

2012

Langue:

english

Fichier:

PDF, 6.03 MB

english, 2012

23

Tackling the problem of classification with noisy data using Multiple Classifier Systems: Analysis of the performance and robustness

Sáez, José A., Galar, Mikel, Luengo, Julián, Herrera, Francisco

Journal:

Information Sciences

Année:

2013

Langue:

english

Fichier:

PDF, 1.60 MB

english, 2013

24

On the characterization of noise filters for self-training semi-supervised in nearest neighbor classification

Triguero, Isaac, Sáez, José A., Luengo, Julián, García, Salvador, Herrera, Francisco

Journal:

Année:

2014

Langue:

english

Fichier:

PDF, 786 KB

english, 2014

25

[IEEE 2009 Ninth International Conference on Intelligent Systems Design and Applications - Pisa, Italy (2009.11.30-2009.12.2)] 2009 Ninth International Conference on Intelligent Systems Design and Applications - Addressing Data-Complexity for Imbalanced Data-Sets: A Preliminary Study on the Use of Preprocessing for C4.5

Luengo, Julián, Fernández, Alberto, García, Salvador, Herrera, Francisco

Année:

2009

Langue:

english

Fichier:

PDF, 529 KB

english, 2009

26

[IEEE 2009 Ninth International Conference on Intelligent Systems Design and Applications - Pisa, Italy (2009.11.30-2009.12.2)] 2009 Ninth International Conference on Intelligent Systems Design and Applications - A First Approach to Nearest Hyperrectangle Selection by Evolutionary Algorithms

García, Salvador, Derrac, Joaquín, Luengo, Julián, Herrera, Francisco

Année:

2009

Langue:

english

Fichier:

PDF, 211 KB

english, 2009

27

[IEEE 2011 11th International Conference on Intelligent Systems Design and Applications (ISDA) - Cordoba, Spain (2011.11.22-2011.11.24)] 2011 11th International Conference on Intelligent Systems Design and Applications - Fuzzy Rule Based Classification Systems versus crisp robust learners trained in presence of class noise's effects: A case of study

Saez, Jose A., Luengo, Julian, Herrera, Francisco

Année:

2011

Langue:

english

Fichier:

PDF, 233 KB

english, 2011

28

[IEEE 2010 IEEE International Conference on Intelligent Systems and Knowledge Engineering (ISKE) - Hangzhou, China (2010.11.15-2010.11.16)] 2010 IEEE International Conference on Intelligent Systems and Knowledge Engineering - A first study on the noise impact in classes for Fuzzy Rule Based Classification Systems

Saez, Jose A., Luengo, Julian, Herrera, Francisco

Année:

2010

Langue:

english

Fichier:

PDF, 117 KB

english, 2010

29

[IEEE 2010 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) - Barcelona, Spain (2010.07.18-2010.07.23)] International Conference on Fuzzy Systems - An extraction method for the characterization of the Fuzzy Rule Based Classification Systems' behavior using data complexity measures: A case of study with FH-GBML

Luengo, Julian, Herrera, Francisco

Année:

2010

Langue:

english

Fichier:

PDF, 1.40 MB

english, 2010

30

[Intelligent Systems Reference Library] Data Preprocessing in Data Mining Volume 72 || Feature Selection

García, Salvador, Luengo, Julián, Herrera, Francisco

Année:

2015

Langue:

english

Fichier:

PDF, 761 KB

english, 2015

31

Evaluating the classifier behavior with noisy data considering performance and robustness: The Equalized Loss of Accuracy measure

Sáez, José A., Luengo, Julián, Herrera, Francisco

Journal:

Année:

2015

Langue:

english

Fichier:

PDF, 1.18 MB

english, 2015

32

[Intelligent Systems Reference Library] Data Preprocessing in Data Mining Volume 72 || Discretization

García, Salvador, Luengo, Julián, Herrera, Francisco

Année:

2015

Langue:

english

Fichier:

PDF, 1.19 MB

english, 2015

33

INFFC: An iterative class noise filter based on the fusion of classifiers with noise sensitivity control

Sáez, José A., Galar, Mikel, Luengo, Julián, Herrera, Francisco

Journal:

Information Fusion

Année:

2016

Langue:

english

Fichier:

PDF, 609 KB

english, 2016

34

From Centralism to Decentralization : The Recent Transformation of the Spanish Education System

LUENGO, JULIÁN, SEVILLA, DIEGO, TORRES, MONICA

Journal:

European Education

Année:

2005

Langue:

english

Fichier:

PDF, 208 KB

english, 2005

35

[IEEE 2016 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) - Chengdu, China (2016.12.15-2016.12.18)] 2016 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) - From Big Data to Smart Data with the K-Nearest Neighbours Algorithm

Triguero, Isaac, Maillo, Jesus, Luengo, Julian, Garcia, Salvador, Herrera, Francisco

Année:

2016

Langue:

english

Fichier:

PDF, 574 KB

english, 2016

36

CNC-NOS: Class Noise Cleaning by Ensemble Filtering and Noise Scoring

Luengo, Julián, Shim, Seong-O, Alshomrani, Saleh, Altalhi, Abdulrahman, Herrera, Francisco

Journal:

Knowledge-Based Systems

Année:

2017

Langue:

english

Fichier:

PDF, 1.26 MB

english, 2017

37

[IEEE 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) - Naples, Italy (2017.7.9-2017.7.12)] 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) - Exact fuzzy k-nearest neighbor classification for big datasets

Maillo, Jesus, Luengo, Julian, Garcia, Salvador, Herrera, Francisco, Triguero, Isaac

Année:

2017

Langue:

english

Fichier:

PDF, 989 KB

english, 2017

38

Emerging topics and challenges of learning from noisy data in nonstandard classification: a survey beyond binary class noise

Prati, Ronaldo C., Luengo, Julián, Herrera, Francisco

Journal:

Knowledge and Information Systems

Année:

2018

Langue:

english

Fichier:

PDF, 3.19 MB

english, 2018

39

[ACM Press the International Conference - Rabat, Morocco (2018.05.02-2018.05.05)] Proceedings of the International Conference on Learning and Optimization Algorithms: Theory and Applications - LOPAL '18 - A First Study on the Use of Noise Filtering to Clean the Bags in Multi-Instance Classification

Luengo, Julián, Sánchez-Tarragó, Danel, Prati, Ronaldo C., Herrera, Francisco

Année:

2018

Langue:

english

Fichier:

PDF, 746 KB

english, 2018

40

[IEEE 2018 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) - Rio de Janeiro (2018.7.8-2018.7.13)] 2018 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) - A preliminary study on Hybrid Spill-Tree Fuzzy k-Nearest Neighbors for big data classification

Maillo, Jesus, Luengo, Julian, Garcia, Salvador, Herrera, Francisco, Triguero, Isaac

Année:

2018

Langue:

english

Fichier:

PDF, 5.01 MB

english, 2018

41

Label noise filtering techniques to improve monotonic classification

Cano, José-Ramón, Luengo, Julián, García, Salvador

Journal:

Année:

2019

Langue:

english

Fichier:

PDF, 758 KB

english, 2019

42

Preprocessing methodology for time series: An industrial world application case study

Cortés-Ibáñez, Juan Antonio, González, Sergio, Valle-Alonso, José Javier, Luengo, Julián, García, Salvador, Herrera, Francisco

Journal:

Information Sciences

Année:

2019

Langue:

english

Fichier:

PDF, 2.06 MB

english, 2019