-
2
-
-
65449158881
-
Categorizing and mining concept drifting data streams
-
Las Vegas, Nevada, USA, August 24-27
-
P. Zhang, X. Zhu, and Y. Shi Categorizing and mining concept drifting data streams Proceedings of the Fourteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining Las Vegas, Nevada, USA, August 24-27 2008 812 820
-
(2008)
Proceedings of the Fourteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
, pp. 812-820
-
-
Zhang, P.1
Zhu, X.2
Shi, Y.3
-
3
-
-
77949282697
-
Mining concept-drifting and noisy data streams using ensemble classifiers
-
China, November 7-8
-
Z. Ouyang, M. Zhou, T. Wang, and Q. Wu Mining concept-drifting and noisy data streams using ensemble classifiers Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence (AICI) China, November 7-8 2009 360 364
-
(2009)
Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence (AICI)
, pp. 360-364
-
-
Ouyang, Z.1
Zhou, M.2
Wang, T.3
Wu, Q.4
-
4
-
-
0030126609
-
Learning in the presence of concept drift and hidden contexts
-
G. Widmer, and M. Kubat Learning in the presence of concept drift and hidden contexts Mach. Learn. 23 1996 69 101 (Pubitemid 126737384)
-
(1996)
Machine Learning
, vol.23
, Issue.1
, pp. 69-101
-
-
Widmer, G.1
-
5
-
-
0035789299
-
Mining time-changing data streams
-
San Francisco, California, August 26-29
-
G. Hulten, L. Spencer, and P. Domingos Mining time-changing data streams Proceedings of the Seventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining San Francisco, California, August 26-29 2001 97 106
-
(2001)
Proceedings of the Seventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
, pp. 97-106
-
-
Hulten, G.1
Spencer, L.2
Domingos, P.3
-
7
-
-
0036696364
-
Turning telecommunications call details to churn prediction: A data mining approach
-
C.-P. Wei, and I.T. Chiu Turning telecommunications call details to churn prediction: a data mining approach Expert Syst. Appl. 23 2002 103 112
-
(2002)
Expert Syst. Appl.
, vol.23
, pp. 103-112
-
-
Wei, C.-P.1
Chiu, I.T.2
-
8
-
-
85019720843
-
Effective learning in dynamic environments by explicit context tracking
-
Vienna, Austria, April 5-7, 1993 Lecture Notes on Artificial Intelligence Springer
-
G. Widmer, and M. Kubat Effective learning in dynamic environments by explicit context tracking Proceedings of the European Conference on Machine Learning (ECML-93) Vienna, Austria, April 5-7, 1993 Lecture Notes on Artificial Intelligence 1993 Springer 227 243
-
(1993)
Proceedings of the European Conference on Machine Learning (ECML-93)
, pp. 227-243
-
-
Widmer, G.1
Kubat, M.2
-
11
-
-
35348907876
-
Dynamic integration of classifiers for handling concept drift
-
DOI 10.1016/j.inffus.2006.11.002, PII S1566253506001138, Applications of Ensemble Methods
-
A. Tsymbal, M. Pechenizkiy, P. Cunningham, and S. Puuronen Dynamic integration of classifiers for handling concept drift Inf. Fusion 9 2008 56 68 (Pubitemid 47589061)
-
(2008)
Information Fusion
, vol.9
, Issue.1
, pp. 56-68
-
-
Tsymbal, A.1
Pechenizkiy, M.2
Cunningham, P.3
Puuronen, S.4
-
12
-
-
1242310003
-
Incremental learning with partial instance memory
-
M.A. Maloof, and R.S. Michalski Incremental learning with partial instance memory Artif. Intell. 154 2004 95 126
-
(2004)
Artif. Intell.
, vol.154
, pp. 95-126
-
-
Maloof, M.A.1
Michalski, R.S.2
-
14
-
-
77952415079
-
Mining concept-drifting data streams using ensemble classifiers
-
Washington, D.C., August 24-27
-
H. Wang, W. Fan, P.S. Yu, and J. Han Mining concept-drifting data streams using ensemble classifiers Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining Washington, D.C., August 24-27 2003 226 235
-
(2003)
Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
, pp. 226-235
-
-
Wang, H.1
Fan, W.2
Yu, P.S.3
Han, J.4
-
15
-
-
37449029679
-
Online classification of nonstationary data streams
-
M. Last Online classification of nonstationary data streams Intell. Data Anal. 6 2002 129 147
-
(2002)
Intell. Data Anal.
, vol.6
, pp. 129-147
-
-
Last, M.1
-
16
-
-
37349022259
-
An incremental cluster-based approach to spam filtering
-
DOI 10.1016/j.eswa.2007.01.018, PII S0957417407000279
-
W.-F. Hsiao, and T.-M. Chang An incremental cluster-based approach to spam filtering Expert Syst. Appl. 34 2008 1599 1608 (Pubitemid 350298190)
-
(2008)
Expert Systems with Applications
, vol.34
, Issue.3
, pp. 1599-1608
-
-
Hsiao, W.-F.1
Chang, T.-M.2
-
17
-
-
84883713774
-
Learning drifting concepts: Example selection vs. Example weighting
-
R. Klinkenberg Learning drifting concepts: Example selection vs. example weighting Intell. Data Anal. 8 2004 281 300
-
(2004)
Intell. Data Anal.
, vol.8
, pp. 281-300
-
-
Klinkenberg, R.1
-
18
-
-
22544443981
-
A case-based technique for tracking concept drift in spam filtering
-
DOI 10.1016/j.knosys.2004.10.002, PII S0950705105000316
-
S.J. Delany, P. Cunningham, A. Tsymbal, and L. Coyle A case-based technique for tracking concept drift in spam filtering Knowl.-Based Syst. 18 2005 187 195 (Pubitemid 41013901)
-
(2005)
Knowledge-Based Systems
, vol.18
, Issue.4-5
, pp. 187-195
-
-
Delany, S.J.1
Cunningham, P.2
Tsymbal, A.3
Coyle, L.4
-
23
-
-
0031070068
-
Tolerating concept and sampling shift in lazy learning using prediction error context switching
-
M. Salganicoff Tolerating concept and sampling shift in lazy learning using prediction error context switching Artif. Intell. Rev. 11 1997 133 155 (Pubitemid 127508236)
-
(1997)
Artificial Intelligence Review
, vol.11
, Issue.1-5
, pp. 133-155
-
-
Salganicoff, M.1
-
24
-
-
80053634784
-
Incremental learning of concept drift in nonstationary environments
-
R. Elwell, and R. Polikar Incremental learning of concept drift in nonstationary environments IEEE Trans. Neural Netw. 22 2011 1517 1531
-
(2011)
IEEE Trans. Neural Netw.
, vol.22
, pp. 1517-1531
-
-
Elwell, R.1
Polikar, R.2
-
26
-
-
0001301027
-
Remembering to forget: A competence-preserving case deletion policy for case-based reasoning systems
-
San Francisco, August 20-25 Morgan Kaufmann
-
B. Smyth, and M.T. Keane Remembering to forget: A competence-preserving case deletion policy for case-based reasoning systems Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence San Francisco, August 20-25 1995 Morgan Kaufmann 377 382
-
(1995)
Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence
, pp. 377-382
-
-
Smyth, B.1
Keane, M.T.2
-
28
-
-
0035329732
-
Competence models and the maintenance problem
-
B. Smyth, and E. McKenna Competence models and the maintenance problem Comput. Intell. 17 2001 235 249 (Pubitemid 32609472)
-
(2001)
Computational Intelligence
, vol.17
, Issue.2
, pp. 235-249
-
-
Smyth, B.1
McKenna, E.2
-
29
-
-
33750993484
-
Complexity profiling for informed case-base editing
-
LNAI Advances in Case-Based Reasoning - 8th European Conference, ECCBR 2006 Proceedings
-
S. Massie, S. Craw, and N. Wiratunga Complexity profiling for informed case-base editing Proceedings of the Eighth European Conference (ECCBR) Fethiye, Turkey, September 4-7 2006 325 339 (Pubitemid 44743946)
-
(2006)
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
, vol.4106
, pp. 325-339
-
-
Massie, S.1
Craw, S.2
Wiratunga, N.3
-
30
-
-
36349000288
-
Informed case base maintenance: A Complexity profiling approach
-
AAAI-07/IAAI-07 Proceedings: 22nd AAAI Conference on Artificial Intelligence and the 19th Innovative Applications of Artificial Intelligence Conference
-
S. Craw, S. Massie, and N. Wiratunga Informed case base maintenance: a complexity profiling approach Proceedings of the Twenty-Second National Conference on Artificial Intelligence, vol. 2 Vancouver, British Columbia, Canada, July 22-26 2007 1618 1621 (Pubitemid 350149798)
-
(2007)
Proceedings of the National Conference on Artificial Intelligence
, vol.2
, pp. 1618-1621
-
-
Craw, S.1
Massie, S.2
Wiratunga, N.3
-
31
-
-
35449000094
-
Mining competent case bases for case-based reasoning
-
DOI 10.1016/j.artint.2007.04.018, PII S0004370207000938
-
R. Pan, Q. Yang, and S.J. Pan Mining competent case bases for case-based reasoning Artif. Intell. 171 2007 1039 1068 (Pubitemid 47633399)
-
(2007)
Artificial Intelligence
, vol.171
, Issue.16-17
, pp. 1039-1068
-
-
Pan, R.1
Yang, Q.2
Pan, S.J.3
-
32
-
-
0035329699
-
Maintaining case-based reasoners: Dimensions and directions
-
D.C. Wilson, and D.B. Leake Maintaining case-based reasoners: Dimensions and directions Comput. Intell. 17 2001 196 213 (Pubitemid 32609470)
-
(2001)
Computational Intelligence
, vol.17
, Issue.2
, pp. 196-213
-
-
Wilson, D.C.1
Leake, D.B.2
-
33
-
-
77954988820
-
Detecting Change via Competence Model
-
Alessandria, Italy, July 19-22
-
N. Lu, G. Zhang, and J. Lu Detecting Change via Competence Model Proceedings of the Eighteenth International Conference on Case-Based Reasoning Research and Development Alessandria, Italy, July 19-22 2010 201 212
-
(2010)
Proceedings of the Eighteenth International Conference on Case-Based Reasoning Research and Development
, pp. 201-212
-
-
Lu, N.1
Zhang, G.2
Lu, J.3
-
35
-
-
85123650840
-
Detecting change in data streams
-
Toronto, Canada, August 31-September 3
-
D. Kifer, S. Ben-David, and J. Gehrke Detecting change in data streams Toronto, Canada, August 31-September 3 Proceedings of the Thirtieth International Conference on Very Large Databases vol. 30 2004 180 191
-
(2004)
Proceedings of the Thirtieth International Conference on Very Large Databases
, vol.30 VOL.
, pp. 180-191
-
-
Kifer, D.1
Ben-David, S.2
Gehrke, J.3
-
36
-
-
79551557610
-
An information-theoretic approach to detecting changes in multi-dimensional data streams
-
Pasadena, CA, May 24-27
-
T. Dasu, S. Krishnan, S. Venkatasubramanian, and K. Yi An information-theoretic approach to detecting changes in multi-dimensional data streams Proceedings of the Thirty-Eighth Symposium on the Interface of Statistics, Computing Science and Applications (Interface Ê=06) Pasadena, CA, May 24-27 2006 1 24
-
(2006)
Proceedings of the Thirty-Eighth Symposium on the Interface of Statistics, Computing Science and Applications (Interface Ê=06)
, pp. 1-24
-
-
Dasu, T.1
Krishnan, S.2
Venkatasubramanian, S.3
Yi, K.4
-
38
-
-
70449100647
-
Learning from time-changing data with adaptive windowing
-
Minneapolis, MN, USA, Apr. 26-28
-
A. Bifet, and R. Gavaldà Learning from time-changing data with adaptive windowing Proceedings of the Seventh SIAM International Conference on Data Mining (SDMÊ=07) Minneapolis, MN, USA, Apr. 26-28 2007 443 448
-
(2007)
Proceedings of the Seventh SIAM International Conference on Data Mining (SDMÊ=07)
, pp. 443-448
-
-
Bifet, A.1
Gavaldà, R.2
-
39
-
-
33749618778
-
Learning with drift detection
-
J. Gama, P. Medas, G. Castillo, and P. Rodrigues Learning with drift detection Proceedings of the Seventeenth Brazilian Symposium on Artificial Intelligence Sao Luis, Maranhao, Brazil, September 29-October 1 2004 286 295 (Pubitemid 39751638)
-
(2004)
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
, vol.3171
, pp. 286-295
-
-
Gama, J.1
Medas, P.2
Castillo, G.3
Rodrigues, P.4
-
40
-
-
38149105933
-
Early drift detection method
-
Berlin, Germany, Sep. 18
-
M. Baena-García, J. Campo-Ávila, R. Fidalgo, A. Bifet, R. Gavaldà, and R. Morales-Bueno Early drift detection method ECML/PKDD 2006, Workshop on Knowledge Discovery from Data Streams Berlin, Germany, Sep. 18 2006 77 86
-
(2006)
ECML/PKDD 2006, Workshop on Knowledge Discovery from Data Streams
, pp. 77-86
-
-
Baena-García, M.1
Campo-Ávila, J.2
Fidalgo, R.3
Bifet, A.4
Gavaldà, R.5
Morales-Bueno, R.6
-
41
-
-
37249071290
-
Quick adaptation to changing concepts by sensitive detection
-
LNAI New Trends in Applied Artificial Intelligence - 20th International Conference on Industrial, Engineering, and Other Applications of Applied Intelligent Systems, lEA/AlE 2007, Proceedings
-
Y. Yasumura, N. Kitani, and K. Uehara Quick adaptation to changing concepts by sensitive detection Proceedings of the Twentieth International Conference on Industrial, Engineering, and Other Applications of Applied Intelligent Systems Kyoto, June 26-29 2007 855 864 (Pubitemid 350270791)
-
(2007)
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
, vol.4570
, pp. 855-864
-
-
Yasumura, Y.1
Kitani, N.2
Uehara, K.3
-
42
-
-
70350214945
-
Concept drifting detection on noisy streaming data in random ensemble decision trees
-
Leipzig, July 23-25
-
P. Li, X. Hu, Q. Liang, and Y. Gao Concept drifting detection on noisy streaming data in random ensemble decision trees Proceedings of the Sixth International Conference on Machine Learning and Data Mining in Pattern Recognition Leipzig, July 23-25 2009 236 250
-
(2009)
Proceedings of the Sixth International Conference on Machine Learning and Data Mining in Pattern Recognition
, pp. 236-250
-
-
Li, P.1
Hu, X.2
Liang, Q.3
Gao, Y.4
-
43
-
-
57649222481
-
Modeling concept drift from the perspective of classifiers
-
Chengdu, China, Sep. 21-24
-
B. Su, Y.D. Shen, and W. Xu Modeling concept drift from the perspective of classifiers IEEE Conference on Cybernetics and Intelligent Systems (CIS Ê=08) Chengdu, China, Sep. 21-24 2008 1055 1060
-
(2008)
IEEE Conference on Cybernetics and Intelligent Systems (CIS Ê=08)
, pp. 1055-1060
-
-
Su, B.1
Shen, Y.D.2
Xu, W.3
-
44
-
-
0001884644
-
Individual comparisons by ranking methods
-
F. Wilcoxon Individual comparisons by ranking methods Biom. Bull. 1 1945 80 83
-
(1945)
Biom. Bull.
, vol.1
, pp. 80-83
-
-
Wilcoxon, F.1
-
45
-
-
0000162341
-
Confidence limits for an unknown distribution function
-
A. Kolmogoroff Confidence limits for an unknown distribution function Ann. Math. Stat. 12 1941 461 463
-
(1941)
Ann. Math. Stat.
, vol.12
, pp. 461-463
-
-
Kolmogoroff, A.1
-
46
-
-
0000428925
-
Approximate laws of distribution of random variables from empirical data
-
N.V. Smirnov Approximate laws of distribution of random variables from empirical data Usp. Mat. Nauk 10 1944 179 206
-
(1944)
Usp. Mat. Nauk
, vol.10
, pp. 179-206
-
-
Smirnov, N.V.1
-
49
-
-
0031211090
-
A decision-theoretic generalization of on-line learning and an application to boosting
-
Y. Freund, and R.E. Schapire A decision-theoretic generalization of on-line learning and an application to boosting J. Comput. Syst. Sci. 55 2007 119 139
-
(2007)
J. Comput. Syst. Sci.
, vol.55
, pp. 119-139
-
-
Freund, Y.1
Schapire, R.E.2
-
51
-
-
20144370706
-
A hybrid approach to outlier detection in the offset lithographic printing process
-
DOI 10.1016/j.engappai.2005.01.008, PII S0952197605000126
-
C. Englund, and A. Verikas A hybrid approach to outlier detection in the offset lithographic printing process Eng. Appl. Artif. Intell. 18 2005 759 768 (Pubitemid 40773972)
-
(2005)
Engineering Applications of Artificial Intelligence
, vol.18
, Issue.6
, pp. 759-768
-
-
Englund, C.1
Verikas, A.2
-
55
-
-
84958648522
-
Modelling the competence of case-bases
-
Advances in Case-Based Reasoning
-
B. Smyth, and E. McKenna Modelling the competence of case-bases Proceedings of the Fourth European Workshop on Advances in Case-Based Reasoning Dublin, Ireland September 1998 208 220 (Pubitemid 128145899)
-
(1998)
Lecture Notes In Computer Science
, Issue.1488
, pp. 208-220
-
-
Smyth, B.1
McKenna, E.2
-
57
-
-
0036104537
-
Advances in instance selection for instance-based learning algorithms
-
DOI 10.1023/A:1014043630878
-
H. Brighton, and C. Mellish Advances in instance selection for instance-based learning algorithms Data Min. Knowl. Discov. 6 2002 153 172 (Pubitemid 37113870)
-
(2002)
Data Mining and Knowledge Discovery
, vol.6
, Issue.2
, pp. 153-172
-
-
Brighton, H.1
Mellish, C.2
-
58
-
-
67449131551
-
On the assessment of Monte Carlo error in simulation-based statistical analyses
-
E. Koehler, E. Brown, and S.J.-P.A. Haneuse On the assessment of Monte Carlo error in simulation-based statistical analyses Am. Stat. 63 2009 155 162
-
(2009)
Am. Stat.
, vol.63
, pp. 155-162
-
-
Koehler, E.1
Brown, E.2
Haneuse, S.J.-P.A.3
-
59
-
-
85004907579
-
Moment approximations as an alternative to the F test in analysis of variance
-
K.J. Berry, and P.W. Mielke Moment approximations as an alternative to the F test in analysis of variance Br. J. Math. Stat. Psychol. 36 1983 202 206
-
(1983)
Br. J. Math. Stat. Psychol.
, vol.36
, pp. 202-206
-
-
Berry, K.J.1
Mielke, P.W.2
-
60
-
-
18644386390
-
Fast permutation tests that maximize power under conventional Monte Carlo sampling for pairwise and multiple comparisons
-
J.D. Opdyke Fast permutation tests that maximize power under conventional Monte Carlo sampling for pairwise and multiple comparisons J. Mod. Appl. Stat. Methods 2 2004 27 49 (Pubitemid 40665037)
-
(2003)
Journal of Modern Applied Statistical Methods
, vol.2
, Issue.1
, pp. 27-49
-
-
Opdyke, J.D.1
-
62
-
-
84974716072
-
An efficient and effective procedure for updating a competence model for case-based reasoners
-
Barcelona, Catalonia, Spain, May 31-June 2
-
B. Smyth, and E. McKenna An efficient and effective procedure for updating a competence model for case-based reasoners Proceedings of Eleventh European Conference on Machine Learning (ECML Ê=00) Barcelona, Catalonia, Spain, May 31-June 2 2000 357 368
-
(2000)
Proceedings of Eleventh European Conference on Machine Learning (ECML Ê=00)
, pp. 357-368
-
-
Smyth, B.1
McKenna, E.2
|