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Genetics-Based Machine Learning: Papers


Posters

Heuristic Speciation for Evolving Neural Network Ensemble (Page 1766)
S. Ando (Yokohama National University)

UCSpv: Principled Voting in UCS Rule Populations (Page 1774)
G. Brown (University of Manchester)
T. Kovacs (University of Bristol)
J. Marshall (University of Bristol)

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Ensemble Learning for Free with Evolutionary Algorithms? (Page 1782)
C. Gagné (Informatique WGZ Inc.)
M. Sebag (Université Paris Sud)
M. Schoenauer (Université Paris Sud)
M. Tomassini (Université de Lausanne)

Knowledge Reuse in Genetic Programming Applied to Visual Learning (Page 1790)
W. Jaśkowski (Poznan University of Technology)
K. Krawiec (Poznan University of Technology)
B. Wieloch (Poznan University of Technology)

Do not Match, Inherit: Fitness Surrogates for Genetics-Based Machine Learning Techniques (Page 1798)
X. Llorŕ (University of Illinois at Urbana-Champaign)
K. Sastry (University of Illinois at Urbana-Champaign)
T.-L. Yu (National Taiwan University)
D. E. Goldberg (University of Illinois at Urbana-Champaign)

Support Vector Regression for Classifier Prediction (Page 1806)
D. Loiacono (Politecnico di Milano)
A. Marelli (Politecnico di Milano & University of Illinois at Urbana-Champaign)
P. L. Lanzi (Politecnico di Milano & University of Illinois at Urbana-Champaign)

Empirical Analysis of Generalization and Learning in XCS with Gradient Descent (Page 1814)
P. L. Lanzi (Politecnico di Milano & University of Illinois at Urbana-Champaign)
M. V. Butz (University of Würzburg)
D. E. Goldberg (University of Illinois at Urbana-Champaign)

Classifier Systems that Compute Action Mappings (Page 1822)
P. L. Lanzi (Politecnico di Milano & University of Illinois at Urbana-Champaign)
D. Loiacono (Politecnico di Milano)

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Controlling Overfitting with Multi-Objective Support Vector Machines (Page 1830)
I. Mierswa (University of Dortmund)

Modeling XCS in Class Imbalances: Population Size and Parameter Settings (Page 1838)
A. Orriols-Puig (Universitat Ramon Llull & University of Illinois at Urbana-Champaign)
D. E. Goldberg (University of Illinois at Urbana-Champaign)
K. Sastry (University of Illinois at Urbana-Champaign)
E. Bernadó-Mansilla (Universitat Ramon Llull)

Modeling Selection Pressure in XCS for Proportionate and Tournament Selection (Page 1846)
A. Orriols-Puig (Universitat Ramon Llull & University of Illinois at Urbana-Champaign)
K. Sastry (University of Illinois at Urbana-Champaign)
P. L. Lanzi (University of Illinois at Urbana-Champaign & Politecnico di Milano)
D. E. Goldberg (University of Illinois at Urbana-Champaign)
E. B. Mansilla (University of Illinois at Urbana-Champaign)

Towards Clustering with XCS (Page 1854)
K. Tamee (King Mongkut's Institute of Technology)
L. Bull (University of the West of England)
O. Pinngern (King Mongkut's Institute of Technology)

XCSF with Computed Continuous Action (Page 1861)
T. H. Tran (Paul Sabatier University)
C. Sanza (Paul Sabatier University)
Y. Duthen (Paul Sabatier University)
D. T. Nguyen (University of Natural Sciences)

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Genetics-Based Machine Learning: Posters

Discovering Rules in the Poker Hand Dataset (Page 1870)
R. Cattral (Carleton University)
F. Oppacher (Carleton University)

Introducing Fault Tolerance to XCS (Page 1871)
H.-W. Chen (National Chiao Tung University)
Y.-p. Chen (National Chiao Tung University)

Feature Selection and Classification in Noisy Epistatic Problems using a Hybrid Evolutionary Approach (Page 1872)
D. DeHaas (University of Vermont)
J. Craig (University of Vermont)
C. Rickert (University of Vermont)
P. Haake (University of Vermont)
K. Stor (University of Vermont)
M. J. Eppstein (University of Vermont)

Genetically Designed Multiple-Kernels for Improving the SVM Performance (Page 1873)
L. Diosan (Babes-Bolyai University)
M. Oltean (Babes-Bolyai University)
A. Rogozan (Institut National des Sciences)
J. P. Pecuchet (Institut National des Sciences)

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Fused, Multi-Spectral Automatic Target Recognition with XCS (Page 1874)
A. Gandhe (Scientific Systems Company, Inc.)
S.-H. Yu (Scientific Systems Company, Inc.)
R. Mehra (Scientific Systems Company, Inc.)
R. E. Smith (RESystems, Inc.)

MDL-based Fitness for Feature Construction (Page 1875)
L. S. Shafti (Universidad Autónoma de Madrid)
E. Pérez (Universidad Autónoma de Madrid)

XCS for Adaptive User-Interfaces (Page 1876)
A. Shankar (University of Nevada)
S. J. Louis (University of Nevada)
S. Dascalu (University of Nevada)
R. Houmanfar (University of Nevada)
L. J. Hayes (University of Nevada)

MILCS: A Mutual Information Learning Classifier System (Page 1877)
R. E. Smith (University College London)
M. K. Jiang (University College London)