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Rudy Setiono
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- affiliation: National University of Singapore (NUS)
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2010 – 2019
- 2018
- [j49]Arnulfo P. Azcarraga, Rudy Setiono:
Neural network rule extraction for gaining insight into the characteristics of poverty. Neural Comput. Appl. 30(9): 2795-2806 (2018) - 2017
- [i2]Hongjun Lu, Rudy Setiono, Huan Liu:
NeuroRule: A Connectionist Approach to Data Mining. CoRR abs/1701.01358 (2017) - 2016
- [j48]Yoichi Hayashi, Rudy Setiono, Arnulfo P. Azcarraga:
Neural network training and rule extraction with augmented discretized input. Neurocomputing 207: 610-622 (2016) - [c36]Arnulfo P. Azcarraga, Arturo Caronongan, Rudy Setiono, Sean Manalili:
Validating the stable clustering of songs in a structured 3D SOM. IJCNN 2016: 2646-2653 - 2015
- [j47]Rudy Setiono, Arnulfo P. Azcarraga, Yoichi Hayashi:
Using Sample Selection to Improve Accuracy and Simplicity of Rules Extracted from Neural Networks for Credit Scoring Applications. Int. J. Comput. Intell. Appl. 14(4): 1550021:1-1550021:20 (2015) - [i1]Min Xu, Rudy Setiono:
Gene selection for cancer classification using a hybrid of univariate and multivariate feature selection methods. CoRR abs/1506.02085 (2015) - 2014
- [c35]Arnulfo P. Azcarraga, Paolo Tensuan, Rudy Setiono:
Tagging documents using neural networks based on local word features. IJCNN 2014: 724-731 - [c34]Rudy Setiono, Arnulfo P. Azcarraga, Yoichi Hayashi:
MofN rule extraction from neural networks trained with augmented discretized input. IJCNN 2014: 1079-1086 - 2012
- [c33]Rudy Setiono, Alex Seret:
Discrete Variable Generation for Improved Neural Network Classification. ICTAI 2012: 230-237 - [c32]Arnulfo P. Azcarraga, Michael David Liu, Rudy Setiono:
Keyword extraction using backpropagation neural networks and rule extraction. IJCNN 2012: 1-7 - 2011
- [j46]Rudy Setiono, Bart Baesens, Christophe Mues:
Rule Extraction from Minimal Neural Networks for Credit Card Screening. Int. J. Neural Syst. 21(4): 265-276 (2011) - [j45]Bart Baesens, David Martens, Rudy Setiono, Jacek M. Zurada:
Guest Editorial White Box Nonlinear Prediction Models. IEEE Trans. Neural Networks 22(12): 2406-2408 (2011) - 2010
- [j44]Yoichi Hayashi, Ming-Huei Hsieh, Rudy Setiono:
Understanding consumer heterogeneity: A business intelligence application of neural networks. Knowl. Based Syst. 23(8): 856-863 (2010) - [c31]Rudy Setiono, Karel Dejaeger, Wouter Verbeke, David Martens, Bart Baesens:
Software Effort Prediction Using Regression Rule Extraction from Neural Networks. ICTAI (2) 2010: 45-52 - [c30]Rudy Setiono, Masahiro Tanaka:
Neural Network Rule Extraction and the LED Display Recognition Problem. ICTAI (2) 2010: 53-56 - [c29]Huan Liu, Hiroshi Motoda, Rudy Setiono, Zheng Zhao:
Preface. FSDM 2010: 1-3 - [c28]Huan Liu, Hiroshi Motoda, Rudy Setiono, Zheng Zhao:
Feature Selection: An Ever Evolving Frontier in Data Mining. FSDM 2010: 4-13 - [e1]Huan Liu, Hiroshi Motoda, Rudy Setiono, Zheng Zhao:
Proceedings of the Fourth International Workshop on Feature Selection in Data Mining, FSDM, held at PAKDD 2010, Hyderabad, India, June 21st, 2010. JMLR Proceedings 10, JMLR.org 2010 [contents]
2000 – 2009
- 2009
- [j43]Rudy Setiono, Bart Baesens, Christophe Mues:
A note on knowledge discovery using neural networks and its application to credit card screening. Eur. J. Oper. Res. 192(1): 326-332 (2009) - [j42]Yoichi Hayashi, Ming-Huei Hsieh, Rudy Setiono:
Predicting consumer preference for fast-food franchises: a data mining approach. J. Oper. Res. Soc. 60(9): 1221-1229 (2009) - 2008
- [j41]Koichi Odajima, Yoichi Hayashi, Gong Tianxia, Rudy Setiono:
Greedy rule generation from discrete data and its use in neural network rule extraction. Neural Networks 21(7): 1020-1028 (2008) - [j40]Rudy Setiono, Bart Baesens, Christophe Mues:
Recursive Neural Network Rule Extraction for Data With Mixed Attributes. IEEE Trans. Neural Networks 19(2): 299-307 (2008) - [j39]Johan Huysmans, Rudy Setiono, Bart Baesens, Jan Vanthienen:
Minerva: Sequential Covering for Rule Extraction. IEEE Trans. Syst. Man Cybern. Part B 38(2): 299-309 (2008) - [c27]Arnulfo P. Azcarraga, Ming-Huei Hsieh, Rudy Setiono:
Market research applications of artificial neural networks. IEEE Congress on Evolutionary Computation 2008: 357-363 - [p2]David Martens, Johan Huysmans, Rudy Setiono, Jan Vanthienen, Bart Baesens:
Rule Extraction from Support Vector Machines: An Overview of Issues and Application in Credit Scoring. Rule Extraction from Support Vector Machines 2008: 33-63 - [p1]Arnulfo P. Azcarraga, Ming-Huei Hsieh, Shan Ling Pan, Rudy Setiono:
Improved SOM Labeling Methodology for Data Mining Applications. Soft Computing for Knowledge Discovery and Data Mining 2008: 45-75 - 2006
- [j38]Rudy Setiono, Shan L. Pan, Ming-Huei Hsieh, Arnulfo P. Azcarraga:
Knowledge acquisition and revision using neural networks: an application to a cross-national study of brand image perception. J. Oper. Res. Soc. 57(3): 231-240 (2006) - [c26]Rudy Setiono, Christophe Mues, Bart Baesens:
Risk Management and Regulatory Compliance: A Data Mining Framework Based on Neural Network Rule Extraction. ICIS 2006: 7 - [c25]Koichi Odajima, Yoichi Hayashi, Rudy Setiono:
Greedy rule generation from discrete data and its use in neural network rule extraction. IJCNN 2006: 1833-1839 - 2005
- [j37]Rudy Setiono, Shan L. Pan, Ming-Huei Hsieh, Arnulfo P. Azcarraga:
Automatic knowledge extraction from survey data: learning M-of-N constructs using a hybrid approach. J. Oper. Res. Soc. 56(1): 3-14 (2005) - [j36]Rudy Setiono, Shan L. Pan, Ming-Huei Hsieh, Arnulfo P. Azcarraga:
Separating core and noncore knowledge: an application of neural network rule extraction to a cross-national study of brand image perception. IEEE Trans. Syst. Man Cybern. Part C 35(4): 465-475 (2005) - [j35]Arnulfo P. Azcarraga, Ming-Huei Hsieh, Shan L. Pan, Rudy Setiono:
Extracting salient dimensions for automatic SOM labeling. IEEE Trans. Syst. Man Cybern. Part C 35(4): 595-600 (2005) - [c24]Christophe Mues, Bart Baesens, Rudy Setiono, Jan Vanthienen:
From Knowledge Discovery to Implementation: A Business Intelligence Approach Using Neural Network Rule Extraction and Decision Tables. Wissensmanagement (LNCS Volume) 2005: 483-495 - 2004
- [j34]Rudy Setiono, James Y. L. Thong:
An approach to generate rules from neural networks for regression problems. Eur. J. Oper. Res. 155(1): 239-250 (2004) - [j33]Wlodzislaw Duch, Rudy Setiono, Jacek M. Zurada:
Computational intelligence methods for rule-based data understanding. Proc. IEEE 92(5): 771-805 (2004) - [c23]Wu Wei, Liu Xin, Xu Min, Peng Jinrong, Rudy Setiono:
A Hybrid SOM-SVM Method for Analyzing Zebra Fish Gene Expression. ICPR (2) 2004: 323-326 - [c22]Vincent W. L. Tam, Rudy Setiono, Ardi Santoso:
Applying the Conjugate Gradient Method for Text Document Categorization. ICPR (2) 2004: 558-561 - 2003
- [j32]Bart Baesens, Rudy Setiono, Christophe Mues, Jan Vanthienen:
Using Neural Network Rule Extraction and Decision Tables for Credit - Risk Evaluation. Manag. Sci. 49(3): 312-329 (2003) - [c21]Bart Baesens, Christophe Mues, Manu De Backer, Jan Vanthienen, Rudy Setiono:
Building Intelligent Credit Scoring Systems Using Decision Tables. ICEIS (2) 2003: 19-25 - [c20]Arnulfo P. Azcarraga, Ming-Huei Hsieh, Rudy Setiono:
Visualizing Globalization: A Self-Organizing Maps Approach to Customer Profiling. ICIS 2003: 592-603 - 2002
- [j31]Hongjun Lu, Rudy Setiono:
Effective Query Size Estimation Using Neural Networks. Appl. Intell. 16(3): 173-183 (2002) - [j30]Yoichi Hayashi, Rudy Setiono:
Combining neural network predictions for medical diagnosis. Comput. Biol. Medicine 32(4): 237-246 (2002) - [j29]Rudy Setiono, Arnulfo P. Azcarraga:
Generating Concise Sets of Linear Regression Rules from Artificial Neural Networks. Int. J. Artif. Intell. Tools 11(2): 189-202 (2002) - [j28]Rudy Setiono, Wee Kheng Leow, Jacek M. Zurada:
Extraction of rules from artificial neural networks for nonlinear regression. IEEE Trans. Neural Networks 13(3): 564-577 (2002) - [c19]Vincent W. L. Tam, Ardi Santoso, Rudy Setiono:
A Comparative Study of Centroid-Based, Neighborhood-Based and Statistical Approaches for Effective Document Categorization. ICPR (4) 2002: 235-238 - 2001
- [j27]Rudy Setiono:
Feedforward Neural Network Construction Using Cross Validation. Neural Comput. 13(12): 2865-2877 (2001) - [c18]Adam E. Gaweda, Jacek M. Zurada, Rudy Setiono:
Input Selection in Data-Driven Fuzzy Modelling. FUZZ-IEEE 2001: 1251-1254 - [c17]Bart Baesens, Rudy Setiono, Christophe Mues, Stijn Viaene, Jan Vanthienen:
Building Credit-Risk Evaluation Expert Systems Using Neural Network Rule Extraction and Decision Tables. ICIS 2001: 159-168 - [c16]Rudy Setiono, Arnulfo P. Azcarraga:
An Effective Method for Generating Multiple Linear Regression Rules from Artificial Neural Networks. ICTAI 2001: 171-178 - [c15]Rudy Setiono:
Generating Linear Regression Rules from Neural Networks Using Local Least Squares Approximation. IWANN (1) 2001: 277-284 - 2000
- [j26]Rudy Setiono, Wee Kheng Leow:
FERNN: An Algorithm for Fast Extraction of Rules from Neural Networks. Appl. Intell. 12(1-2): 15-25 (2000) - [j25]Rudy Setiono:
Generating concise and accurate classification rules for breast cancer diagnosis. Artif. Intell. Medicine 18(3): 205-219 (2000) - [j24]Yoichi Hayashi, Rudy Setiono, Katsumi Yoshida:
A comparison between two neural network rule extraction techniques for the diagnosis of hepatobiliary disorders. Artif. Intell. Medicine 20(3): 205-216 (2000) - [j23]Yoichi Hayashi, Rudy Setiono, Katsumi Yoshida:
Learning M-of-N Concepts for Medical Diagnosis Using Neural Networks. J. Adv. Comput. Intell. Intell. Informatics 4(4): 294-301 (2000) - [j22]Rudy Setiono:
Extracting M-of-N rules from trained neural networks. IEEE Trans. Neural Networks Learn. Syst. 11(2): 512-519 (2000) - [c14]Wee Kheng Leow, Zhiyong Huang, Yong Zhang, Rudy Setiono:
Rapid 3D Model Acquisition from Images of Small Objects. GMP 2000: 33-41 - [c13]Rudy Setiono, Wee Kheng Leow, James Y. L. Thong:
Opening the neural network black box: an algorithm for extracting rules from function approximating artificial neural networks. ICIS 2000: 176-186 - [c12]Rudy Setiono, Adam E. Gaweda:
Neural Network Pruning for Function Approximation. IJCNN (6) 2000: 443-448 - [c11]Rudy Setiono, Wee Kheng Leow:
Pruned Neural Networks for Regression. PRICAI 2000: 500-509
1990 – 1999
- 1999
- [j21]Rudy Setiono, Wee Kheng Leow:
On mapping decision trees and neural networks. Knowl. Based Syst. 12(3): 95-99 (1999) - [j20]Wee Kheng Leow, Rudy Setiono:
Explanation of the "virtual input" phenomenon. Neural Networks 12(1): 191-192 (1999) - [j19]Rudy Setiono, Huan Liu:
A connectionist approach to generating oblique decision trees. IEEE Trans. Syst. Man Cybern. Part B 29(3): 440-444 (1999) - [c10]Rudy Setiono, Wee Kheng Leow:
Generating rules from trained network using fast pruning. IJCNN 1999: 4095-4098 - 1998
- [j18]Huan Liu, Rudy Setiono:
Incremental Feature Selection. Appl. Intell. 9(3): 217-230 (1998) - [j17]Rudy Setiono, Huan Liu:
Analysis of Hidden Representations by Greedy Clustering. Connect. Sci. 10(1): 21-42 (1998) - [j16]Rudy Setiono, James Y. L. Thong, Chee-Sing Yap:
Symbolic rule extraction from neural networks: An application to identifying organizations adopting IT. Inf. Manag. 34(2): 91-101 (1998) - [c9]Huan Liu, Rudy Setiono:
Feature Transformation and Multivariate Decision Tree Induction. Discovery Science 1998: 279-290 - [c8]Rudy Setiono, Huan Liu:
Fragmentation problem and automated feature construction. ICTAI 1998: 208-215 - 1997
- [j15]Rudy Setiono:
On the solution of the parity problem by a single hidden layer feedforward neural network. Neurocomputing 16(3): 225-235 (1997) - [j14]Rudy Setiono, Huan Liu:
NeuroLinear: From neural networks to oblique decision rules. Neurocomputing 17(1): 1-24 (1997) - [j13]Rudy Setiono:
A Penalty-Function Approach for Pruning Feedforward Neural Networks. Neural Comput. 9(1): 185-204 (1997) - [j12]Rudy Setiono:
Extracting Rules from Neural Networks by Pruning and Hidden-Unit Splitting. Neural Comput. 9(1): 205-225 (1997) - [j11]Huan Liu, Rudy Setiono:
Feature Selection via Discretization. IEEE Trans. Knowl. Data Eng. 9(4): 642-645 (1997) - [j10]Rudy Setiono, Huan Liu:
Neural-network feature selector. IEEE Trans. Neural Networks 8(3): 654-662 (1997) - [c7]Rudy Setiono, Huan Liu:
NeuroLinear: A System for Extracting Oblique Decision Rules from Neural Networks. ECML 1997: 221-233 - 1996
- [j9]Rudy Setiono, Huan Liu:
Improving Backpropagation Learning with Feature Selection. Appl. Intell. 6(2): 129-139 (1996) - [j8]Rudy Setiono:
Extracting rules from pruned networks for breast cancer diagnosis. Artif. Intell. Medicine 8(1): 37-51 (1996) - [j7]Rudy Setiono, Huan Liu:
Symbolic Representation of Neural Networks. Computer 29(3): 71-77 (1996) - [j6]Huan Liu, Rudy Setiono:
Dimensionality reduction via discretization. Knowl. Based Syst. 9(1): 67-72 (1996) - [j5]Hongjun Lu, Rudy Setiono, Huan Liu:
Effective Data Mining Using Neural Networks. IEEE Trans. Knowl. Data Eng. 8(6): 957-961 (1996) - [c6]Huan Liu, Rudy Setiono:
A Probabilistic Approach to Feature Selection - A Filter Solution. ICML 1996: 319-327 - [c5]Huan Liu, Rudy Setiono:
Feature Selection and Classification - A Probabilistic Wrapper Approach. IEA/AIE 1996: 419-424 - 1995
- [j4]Rudy Setiono:
A Neural Network Construction Algorithm which Maximizes the Likelihood Function. Connect. Sci. 7(2): 147-166 (1995) - [j3]Siu Leung Chung, Rudy Setiono:
Efficient Neural Network Training on a Cray y-MP. Int. J. High Speed Comput. 7(1): 109-123 (1995) - [j2]Rudy Setiono, Lucas Chi Kwong Hui:
Use of a quasi-Newton method in a feedforward neural network construction algorithm. IEEE Trans. Neural Networks 6(1): 273-277 (1995) - [c4]Hongjun Lu, Rudy Setiono, Huan Liu:
Towards Effective Classfication Rule Extraction (Abstract). KDOOD/TDOOD 1995: 47-49 - [c3]Huan Liu, Rudy Setiono:
Chi2: feature selection and discretization of numeric attributes. ICTAI 1995: 388-391 - [c2]Rudy Setiono, Huan Liu:
Understanding Neural Networks via Rule Extraction. IJCAI 1995: 480-487 - [c1]Hongjun Lu, Rudy Setiono, Huan Liu:
NeuroRule: A Connectionist Approach to Data Mining. VLDB 1995: 478-489 - 1994
- [j1]Rudy Setiono, Guojun Lu:
A Neural Network Construction Algorithm with Application to Image. Neural Comput. Appl. 2(2): 61-68 (1994)
Coauthor Index
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