-
1
-
-
0004255908
-
-
ser. Computer Science. New York:
-
T. Mitchell, Machine Learning, ser. Computer Science. New York: McGraw-Hill, 1997. McGraw-Hill
-
(1997)
Machine Learning
-
-
Mitchell, T.1
-
2
-
-
0028429573
-
"Inductive logic programming: Theory and methods"
-
S. Muggleton and L. D. Raedt, "Inductive logic programming: Theory and methods," J. Logic Prog., vol. 19-20, pp. 669-679, 1994.
-
(1994)
J. Logic Prog.
, vol.19-20
, pp. 669-679
-
-
Muggleton, S.1
Raedt, L.D.2
-
3
-
-
85139983802
-
"Supervised and unsupervised discretization of continuous features"
-
J. Dougherty, R. Kohavi, and M. Sahami, "Supervised and unsupervised discretization of continuous features," in Proc. In. Conf Mach. Learn., 1995, pp. 194-202.
-
(1995)
Proc. In. Conf Mach. Learn.
, pp. 194-202
-
-
Dougherty, J.1
Kohavi, R.2
Sahami, M.3
-
7
-
-
0141688369
-
"Discretization: An enabling technique"
-
H. Liu, F. Hussain, C. Tan, and M. Dash, "Discretization: An enabling technique," J. Data Mining Knowl. Discovery, vol. 6, no. 4, pp. 393-23, 2002.
-
(2002)
J. Data Mining Knowl. Discovery
, vol.6
, Issue.4
, pp. 323-393
-
-
Liu, H.1
Hussain, F.2
Tan, C.3
Dash, M.4
-
8
-
-
0002593344
-
"Multi-interval discretization of continues attributes as preprocessing for classification learning"
-
San Mateo, CA
-
U. Fayyad and K. Irani, "Multi-interval discretization of continues attributes as preprocessing for classification learning," in Proc. 13th Int. Joint Conf Artif. Intell.. San Mateo, CA, 1993, pp. 1022-1027.
-
(1993)
Proc. 13th Int. Joint Conf Artif. Intell.
, pp. 1022-1027
-
-
Fayyad, U.1
Irani, K.2
-
10
-
-
33646121665
-
"A method for handling numerical attributes in GA-based inductive concept learners"
-
Chicago, IL, Jul. 12-16
-
F. Divina, M. Keijzer, and E. Marchiori, "A method for handling numerical attributes in GA-based inductive concept learners," in Proc. Genetic Evol. Comput. Conf., Chicago, IL, Jul. 12-16, 2003, pp. 898-908.
-
(2003)
Proc. Genetic Evol. Comput. Conf.
, pp. 898-908
-
-
Divina, F.1
Keijzer, M.2
Marchiori, E.3
-
11
-
-
0003024008
-
"On the handling of continuous-valued attributes in decision tree generation"
-
U. Fayyad and K. Irani, "On the handling of continuous-valued attributes in decision tree generation," Mach. Learn., vol. 8, pp. 87-102, 1992.
-
(1992)
Mach. Learn.
, vol.8
, pp. 87-102
-
-
Fayyad, U.1
Irani, K.2
-
13
-
-
14844355607
-
"Non-universal suffrage selection operators favor population diversity in genetic algorithms"
-
Chicago, IL, Jul. 12-16
-
F. Divina, M. Keijzer, and E. Marchiori, "Non-universal suffrage selection operators favor population diversity in genetic algorithms," in Proc. Genetic Evol. Comput. Conf., Chicago, IL, Jul. 12-16, 2003, pp. 1571-1573.
-
(2003)
Proc. Genetic Evol. Comput. Conf.
, pp. 1571-1573
-
-
Divina, F.1
Keijzer, M.2
Marchiori, E.3
-
14
-
-
21144440042
-
-
Berlin, Germany: Springer-Verlag, ch. III
-
F. Divina and E. Marchiori, Knowledge-Based Evolutionary Search for Inductive Concept Learning. Berlin, Germany: Springer-Verlag, 2004, ch. III, pp. 237-254.
-
(2004)
Knowledge-Based Evolutionary Search for Inductive Concept Learning
, pp. 237-254
-
-
Divina, F.1
Marchiori, E.2
-
15
-
-
0000662737
-
"Search-intensive concept induction"
-
A. Giordana and F. Neri, "Search-intensive concept induction," Evol. Comput., vol. 3, no. 4, pp. 375-16, 1996.
-
(1996)
Evol. Comput.
, vol.3
, Issue.4
, pp. 375-416
-
-
Giordana, A.1
Neri, F.2
-
16
-
-
14844349315
-
"Evolutionary concept learning with constraints for numerical attributes"
-
Utrecht, The Netherlands, Oct. 23-24
-
F. Divina, M. Keijzer, and E. Marchiori, "Evolutionary concept learning with constraints for numerical attributes," in Proc. Belgian-Dutch Conf. Artif. Intell., Utrecht, The Netherlands, Oct. 23-24, 2003, pp. 107-114.
-
(2003)
Proc. Belgian-Dutch Conf. Artif. Intell.
, pp. 107-114
-
-
Divina, F.1
Keijzer, M.2
Marchiori, E.3
-
17
-
-
0002629270
-
"Maximum likelihood from incomplete data via the EM algorithm"
-
A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood from incomplete data via the EM algorithm," J. Royal Stat. Society, vol. 39, pp. 1-38, 1977.
-
(1977)
J. Royal Stat. Society
, vol.39
, pp. 1-38
-
-
Dempster, A.P.1
Laird, N.M.2
Rubin, D.B.3
-
18
-
-
14844357800
-
-
UCI repository of machine learning databases. Online. Available:
-
C. Blake and C. Merz. (1998) UCI repository of machine learning databases. Online. Available: http://www.ics.uci.edu/-mlearn/ MLRepository.html
-
(1998)
-
-
Blake, C.1
Merz, C.2
-
19
-
-
3042845204
-
"From prepositional to first order logic in machine learning and data mining - Induction of first order rules with ICL"
-
Ph.D. Dissertation, Dept. Comput. Sci., K. U. Leuven, Leuven, Belgium, Jun
-
W. Van Laer, "From prepositional to first order logic in machine learning and data mining - induction of first order rules with ICL," Ph.D. Dissertation, Dept. Comput. Sci., K. U. Leuven, Leuven, Belgium, Jun. 2002.
-
(2002)
-
-
Laer, W.1
-
20
-
-
0026087709
-
"Structure-activity relationship of mutagenic aromatic and heteroaromatic nitro compounds. Correlation with molecular orbital energies and hydrophobicity"
-
A. Debnath, R. L. de Compadre, G. Debnath, A. Schusterman, and C. Hansch, "Structure-activity relationship of mutagenic aromatic and heteroaromatic nitro compounds. Correlation with molecular orbital energies and hydrophobicity," J. Med. Chem., vol. 34, no. 2, pp. 786-797, 1991.
-
(1991)
J. Med. Chem.
, vol.34
, Issue.2
, pp. 786-797
-
-
Debnath, A.1
de Compadre, R.L.2
Debnath, G.3
Schusterman, A.4
Hansch, C.5
-
21
-
-
84957047124
-
"ILP experiments in detecting traffic problems"
-
S. Dzeroski, N. Jacobs, M. Molina, and C. Moure, "ILP experiments in detecting traffic problems," in Proc. Eur. Conf. Mach. Learn., 1998, pp. 61436.
-
(1998)
Proc. Eur. Conf. Mach. Learn.
, pp. 61-66
-
-
Dzeroski, S.1
Jacobs, N.2
Molina, M.3
Moure, C.4
-
22
-
-
84947447144
-
"Detecting traffic problems with ILP"
-
S. Dzeroski, N. Jacobs, M. Molina, C. Moure, S. Muggleton, and W. V. Laer, "Detecting traffic problems with ILP," in Proc. Int. Workshop Inductive Logic Program., 1998, pp. 281-290.
-
(1998)
Proc. Int. Workshop Inductive Logic Program.
, pp. 281-290
-
-
Dzeroski, S.1
Jacobs, N.2
Molina, M.3
Moure, C.4
Muggleton, S.5
Laer, W.V.6
-
23
-
-
84949211118
-
"Experiments in predicting biodegradability"
-
S. Dzeroski, H. Blockeel, B. Kompare, S. Kramer, B. Pfahringer, and W. V. Laer, "Experiments in predicting biodegradability," in Proc. Int. Workshop Inductive Logic Program., 1999, pp. 80-91.
-
(1999)
Proc. Int. Workshop Inductive Logic Program.
, pp. 80-91
-
-
Dzeroski, S.1
Blockeel, H.2
Kompare, B.3
Kramer, S.4
Pfahringer, B.5
Laer, W.V.6
-
26
-
-
0003120218
-
"Fast training of support vector machines using sequential minimal optimization"
-
J. C. Platt, "Fast training of support vector machines using sequential minimal optimization," Adv. Kernel Methods: Support Vector Learn. pp. 185-208, 1999.
-
(1999)
Adv. Kernel Methods: Support Vector Learn.
, pp. 185-208
-
-
Platt, J.C.1
-
27
-
-
0025725905
-
"Instance-based learning algorithms"
-
D. W. Aha, D. Kibler, and M. Albert, "Instance-based learning algorithms," Mach. Learn., vol. 6, pp. 37436, 1991.
-
(1991)
Mach. Learn.
, vol.6
, pp. 37-66
-
-
Aha, D.W.1
Kibler, D.2
Albert, M.3
-
28
-
-
26744460495
-
"Natural coding: A more efficient representation for evolutionary learning"
-
Chicago, IL, July 12-16
-
R. Giráldez, J. S. Aguilar-Ruiz, and J. C. Riquelme, "Natural coding: A more efficient representation for evolutionary learning," in Proc. Genetic Evol. Comput. Conf., Chicago, IL, July 12-16, 2003, pp. 979-990.
-
(2003)
Proc. Genetic Evol. Comput. Conf.
, pp. 979-990
-
-
Giraldez, R.1
Aguilar-Ruiz, J.S.2
Riquelme, J.C.3
-
29
-
-
14844361798
-
"Evolving multiple discretizations with adaptive intervals for a Pittsburgh rule-based genetic learning classifier system"
-
J. Bacardit and J. M. Garrel, "Evolving multiple discretizations with adaptive intervals for a Pittsburgh rule-based genetic learning classifier system," in Proc. Genetic Evol. Comput. Conf., 2003, pp. 1818-1831.
-
(2003)
Proc. Genetic Evol. Comput. Conf.
, pp. 1818-1831
-
-
Bacardit, J.1
Garrel, J.M.2
-
30
-
-
10244235143
-
-
San Mateo, CA: Morgan Kaufmann, ch. 8
-
I. Witten and E. Frank, WEKA Machine Learning Algorithms in Java. San Mateo, CA: Morgan Kaufmann, 2000, ch. 8, pp. 265-320.
-
(2000)
WEKA Machine Learning Algorithms in Java
, pp. 265-320
-
-
Witten, I.1
Frank, E.2
-
31
-
-
77951503082
-
"Inverse entailment and Progol"
-
S. Muggleton, "Inverse entailment and Progol," New Generation Comput. (Special Issue on Inductive Logic Programming), vol. 13, no. 3-4, pp. 245-286, 1995.
-
(1995)
New Generation Comput. (Special Issue on Inductive Logic Programming)
, vol.13
, Issue.3-4
, pp. 245-286
-
-
Muggleton, S.1
-
33
-
-
0032069371
-
"Top-down induction of first-order logical decision trees"
-
H. Blockeel and L. D. Raedt, "Top-down induction of first-order logical decision trees," Artif. Intell., vol. 101, no. 1-2, pp. 285-297, 1998.
-
(1998)
Artif. Intell.
, vol.101
, Issue.1-2
, pp. 285-297
-
-
Blockeel, H.1
Raedt, L.D.2
-
34
-
-
84947905415
-
"Inductive constraint logic"
-
Berlin, Germany: Springer-Verlag, Lecture Notes in Artificial Intelligence
-
L. De Raedt and W. Van Laer, "Inductive constraint logic," in Lecture Notes in Artificial Intelligence. Berlin, Germany: Springer-Verlag, 1995, vol. 997, Proc. 6th Conf. Algorithmic Learning Theory, pp. 80-94.
-
(1995)
Proc. 6th Conf. Algorithmic Learning Theory
, vol.997
, pp. 80-94
-
-
Raedt, L.1
Laer, W.2
-
36
-
-
0013198656
-
"Improving the efficiency of inductive logic programming through the use of query packs"
-
H. Blockeel, L. Dehaspe, B. Demoen, G. Janssens, J. Mon, and H. Vandecasteele, "Improving the efficiency of inductive logic programming through the use of query packs," J. Artif. Intell. Res., vol. 16, pp. 135-166, 2002.
-
(2002)
J. Artif. Intell. Res.
, vol.16
, pp. 135-166
-
-
Blockeel, H.1
Dehaspe, L.2
Demoen, B.3
Janssens, G.4
Mon, J.5
Vandecasteele, H.6
-
37
-
-
33744584654
-
"Induction of decision trees"
-
Originally published in Machine Learning
-
J. R. Quinlan, "Induction of decision trees," Readings in Mach. Learn., vol. 1, pp. 81-106, 1986. Originally published in Machine Learning.
-
(1986)
Readings in Mach. Learn.
, vol.1
, pp. 81-106
-
-
Quinlan, J.R.1
-
38
-
-
84956869878
-
"An evolutionary algorithm using multivariate discretization for decision rule induction"
-
W. Kwedlo and M. Kretowski, "An evolutionary algorithm using multivariate discretization for decision rule induction," Principles Data Mining Knowl. Discovery, pp. 392-397, 1999.
-
(1999)
Principles Data Mining Knowl. Discovery
, pp. 392-397
-
-
Kwedlo, W.1
Kretowski, M.2
-
39
-
-
79952258550
-
"Evolution of multi-adaptive discretization intervals for a rule-based genetic learning system"
-
Berlin, Germany: Springer-Verlag, Lecture Notes in Artificial Intelligence
-
J. Bacardit and J. M. Garrell, "Evolution of multi-adaptive discretization intervals for a rule-based genetic learning system," in Lecture Notes in Artificial Intelligence. Berlin, Germany: Springer-Verlag, 2002, vol. 2527, Proc. Iberoamerican Conf. Artif. Intell. (IBERAMIA'2002), pp. 350-360.
-
(2002)
Proc. Iberoamerican Conf. Artif. Intell. (IBERAMIA'2002)
, vol.2527
, pp. 350-360
-
-
Bacardit, J.1
Garrell, J.M.2
-
40
-
-
0027696178
-
"A knowledge intensive genetic algorithm for supervised learning"
-
C. Janikow, "A knowledge intensive genetic algorithm for supervised learning" Mach. Learn., vol. 13, pp. 198-228, 1993.
-
(1993)
Mach. Learn.
, vol.13
, pp. 198-228
-
-
Janikow, C.1
-
41
-
-
0027696338
-
"Using genetic algorithms for concept learning"
-
K. D. Jong, W. Spears, and D. Gordon, "Using genetic algorithms for concept learning," Mach. Learn., vol. 13, no. 1/2, pp. 155-188, 1993.
-
(1993)
Mach. Learn.
, vol.13
, Issue.1-2
, pp. 155-188
-
-
Jong, K.D.1
Spears, W.2
Gordon, D.3
-
42
-
-
0037381452
-
"Evolutionary learning of hierarchical decision roles"
-
Apr
-
J.S. Aguilar-Ruiz, J. C. Riquelme, and M. Toro, "Evolutionary learning of hierarchical decision roles," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 33, no. 2, pp. 324-331, Apr. 2003.
-
(2003)
IEEE Trans. Syst., Man, Cybern. B, Cybern.
, vol.33
, Issue.2
, pp. 324-331
-
-
Aguilar-Ruiz, J.S.1
Riquelme, J.C.2
Toro, M.3
-
43
-
-
0141509929
-
"Supervised learning by means of accuracy-aware evolutionary algorithms"
-
J.C. Riquelme, J. S. Aguilar-Ruiz, and C. D. Valle, "Supervised learning by means of accuracy-aware evolutionary algorithms," Inf. Sci., vol. 156, no. 3-4, pp. 173-188, 2003.
-
(2003)
Inf. Sci.
, vol.156
, Issue.3-4
, pp. 173-188
-
-
Riquelme, J.C.1
Aguilar-Ruiz, J.S.2
Valle, C.D.3
-
44
-
-
0035739643
-
"Removing examples and discovering hierarchical decision rules with evolutionary algorithms"
-
J. S. Aguilar-Ruiz, "Removing examples and discovering hierarchical decision rules with evolutionary algorithms," Artif. Intell. Commun. vol. 14, no. 4, pp. 231-233, 2002.
-
(2002)
Artif. Intell. Commun.
, vol.14
, Issue.4
, pp. 231-233
-
-
Aguilar-Ruiz, J.S.1
-
45
-
-
18544376072
-
"Discretization oriented to decision rules generation"
-
R. Giráldez, J. S. Aguilar-Ruiz, J. C. Riquelme, F. Ferrer-Troyano, and D. Rodriguez, "Discretization oriented to decision rules generation," Frontiers Artif. Intell. Applicat., vol. 82, pp. 275-279, 2002.
-
(2002)
Frontiers Artif. Intell. Applicat.
, vol.82
, pp. 275-279
-
-
Giraldez, R.1
Aguilar-Ruiz, J.S.2
Riquelme, J.C.3
Ferrer-Troyano, F.4
Rodriguez, D.5
-
46
-
-
85172413460
-
"Learning first order logic rules with a genetic algorithm"
-
U. M. Fayyad and R. Uthurusamy, Eds
-
S. Augier, G. Venturini, and Y. Kodratoff, "Learning first order logic rules with a genetic algorithm," in Proc. 1st Int. Conf Knowl. Discovery Data Mining, U. M. Fayyad and R. Uthurusamy, Eds., 20-21, 1995, pp. 21-26.
-
(1995)
Proc. 1st Int. Conf Knowl. Discovery Data Mining
, vol.20-21
, pp. 21-26
-
-
Augier, S.1
Venturini, G.2
Kodratoff, Y.3
-
47
-
-
14844347349
-
"Knowledge-independent data mining with fine-grained parallel evolutionary algorithms"
-
L. Spector et al., Eds., Jul. 7-11
-
X. Llorá and J. M. Garrell et al., "Knowledge-independent data mining with fine-grained parallel evolutionary algorithms," in Proc. Genetic Evol. Comput. Conf., L. Spector et al., Eds., Jul. 7-11, 2001, pp. 461-468.
-
(2001)
Proc. Genetic Evol. Comput. Conf.
, pp. 461-468
-
-
Llora, X.1
Garrell, J.M.2
-
48
-
-
14844345875
-
"Inducing partially-defined instances with evolutionary algorithms"
-
X. Llorá and J. M. Garrell et al., "Inducing partially-defined instances with evolutionary algorithms," in Proc. 18th lnt. Conf. Mach. Learn. 2001, pp. 337-344.
-
(2001)
Proc. 18th Lnt. Conf. Mach. Learn.
, pp. 337-344
-
-
Llora, X.1
Garrell, J.M.2
-
49
-
-
0037297883
-
"Inducing oblique decision trees with evolutionary algorithms"
-
Feb
-
E. Cantu-Paz and C. Kamath, "Inducing oblique decision trees with evolutionary algorithms," IEEE Trans. Evol. Comput., vol. 7, no. 1, pp. 54-68, Feb. 2003.
-
(2003)
IEEE Trans. Evol. Comput.
, vol.7
, Issue.1
, pp. 54-68
-
-
Cantu-Paz, E.1
Kamath, C.2
-
50
-
-
0043284110
-
"For real! XCS with continuous - Valued inputs"
-
C. Stone and L. Bull, "For real! XCS with continuous - Valued inputs," Evol. Comput. J.l, vol. 11, no. 3, pp. 298-336, 2003.
-
(2003)
Evol. Comput. J.l
, vol.2
, Issue.3
, pp. 298-336
-
-
Stone, C.1
Bull, L.2
-
51
-
-
0000648788
-
"Generalization in the XCS classifier system"
-
J. R. Koza et al., Eds.. Madison, WI
-
S. W. Wilson et al., "Generalization in the XCS classifier system," in Proc. 3rd Annu. Conf. Genetic Program., J. R. Koza et al., Eds.. Madison, WI, 22-25, 1998, pp. 665-674.
-
(1998)
Proc. 3rd Annu. Conf. Genetic Program.
, vol.22-25
, pp. 665-674
-
-
Wilson, S.W.1
-
52
-
-
0025798330
-
"A distance-based attribute selection measure for decision tree induction"
-
R. L. De Mántaras, "A distance-based attribute selection measure for decision tree induction," Mach. Learn., vol. 6, no. 1, pp. 81-92, 1991.
-
(1991)
Mach. Learn.
, vol.6
, Issue.1
, pp. 81-92
-
-
Mántaras, R.L.1
-
53
-
-
0027580356
-
"Very simple classification rules perform well on most commonly used datasets"
-
R. C. Holte, "Very simple classification rules perform well on most commonly used datasets," Mach. Learn., vol. 11, no. 1, pp. 63-90, 1993.
-
(1993)
Mach. Learn.
, vol.2
, Issue.1
, pp. 63-90
-
-
Holte, R.C.1
-
54
-
-
0026995495
-
"ChiMerge: Discretization of numeric attributes"
-
R. Kerber, "ChiMerge: Discretization of numeric attributes," in Proc. 10th Nat. Conf. Artif Intell., 1992, pp. 123-127.
-
(1992)
Proc. 10th Nat. Conf. Artif Intell.
, pp. 123-127
-
-
Kerber, R.1
|