-
3
-
-
0033434029
-
A Fuzzy Set-Based Accuracy Assessment of Soft Classification
-
Binaghi, E., P. A. Brivio, P. Ghezzi, and A. Rampini. 1999. "A Fuzzy Set-Based Accuracy Assessment of Soft Classification." Pattern Recognition Letters 20 (9): 935-948.
-
(1999)
Pattern Recognition Letters
, vol.20
, Issue.9
, pp. 935-948
-
-
Binaghi, E.1
Brivio, P.A.2
Ghezzi, P.3
Rampini, A.4
-
4
-
-
0030211964
-
Bagging Predictors
-
Breiman, L. 1996. "Bagging Predictors." Machine Learning 24 (2): 123-140.
-
(1996)
Machine Learning
, vol.24
, Issue.2
, pp. 123-140
-
-
Breiman, L.1
-
6
-
-
67651177445
-
Using Stacked Generalization to Combine SVMs in Magnitude and Shape Feature Spaces for Classification of Hyperspectral Data
-
Chen, J., C. Wang, and R. Wang. 2009. "Using Stacked Generalization to Combine SVMs in Magnitude and Shape Feature Spaces for Classification of Hyperspectral Data." IEEE Transactions on Geoscience and Remote Sensing 47 (7): 2193-2205.
-
(2009)
IEEE Transactions on Geoscience and Remote Sensing
, vol.47
, Issue.7
, pp. 2193-2205
-
-
Chen, J.1
Wang, C.2
Wang, R.3
-
7
-
-
67650921700
-
Meta-Prediction of Bromus Tector Um Invasion in Central Utah, United States
-
Clinton, N. E., P. Gong, Z. Jin, B. Xu, and Z. Zhu. 2009. "Meta-Prediction of Bromus Tector Um Invasion in Central Utah, United States." Photogrammetric Engineering & Remote Sensing 75 (6): 689-701.
-
(2009)
Photogrammetric Engineering & Remote Sensing
, vol.75
, Issue.6
, pp. 689-701
-
-
Clinton, N.E.1
Gong, P.2
Jin, Z.3
Xu, B.4
Zhu, Z.5
-
8
-
-
84974722422
-
Diversity Versus Quality in Classification Ensembles Based on Feature Selection
-
Springer
-
Cunningham, P., and J. Carney. 2000. "Diversity Versus Quality in Classification Ensembles Based on Feature Selection." In Machine Learning: ECML 2000, edited by R. López de Mántaras and E. Plaza, 109-116. Berlin: Springer.
-
(2000)
Machine Learning: ECML 2000
, pp. 109-116
-
-
Cunningham, P.1
Carney, J.2
-
9
-
-
80053403826
-
Ensemble Methods in Machine Learning
-
Berlin: Springer
-
Dietterich, T. G. 2000. "Ensemble Methods in Machine Learning." In Multiple Classifier Systems, edited by J. Kittler and F. Roli, 1-15. Berlin: Springer.
-
(2000)
Multiple Classifier Systems
, pp. 1-15
-
-
Dietterich, T.G.1
-
10
-
-
34748885521
-
Increasing Soft Classification Accuracy Through the Use of an Ensemble of Classifiers
-
Doan, H. T., and G. M. Foody. 2007. "Increasing Soft Classification Accuracy Through the Use of an Ensemble of Classifiers." International Journal of Remote Sensing 28 (20): 4609-4623.
-
(2007)
International Journal of Remote Sensing
, vol.28
, Issue.20
, pp. 4609-4623
-
-
Doan, H.T.1
Foody, G.M.2
-
11
-
-
84860267020
-
Multiple Classifier System for Remote Sensing Image Classification: A Review
-
Du, P., J. Xia, W. Zhang, K. Tan, Y. Liu, and S. Liu. 2012. "Multiple Classifier System for Remote Sensing Image Classification: A Review." Sensors 12 (4): 4764-4792.
-
(2012)
Sensors
, vol.12
, Issue.4
, pp. 4764-4792
-
-
Du, P.1
Xia, J.2
Zhang, W.3
Tan, K.4
Liu, Y.5
Liu, S.6
-
12
-
-
70349425996
-
-
Du, P., W. Zhang, and H. Sun. 2009. "Multiple Classifier Combination for Hyperspectral Remote Sensing Image Classification." In Multiple Classifier Systems, edited by J. Benediktsson, J. Kittler, and F. Roli, 52-61. Berlin: Springer.
-
(2009)
-
-
Du, P.1
Zhang, W.2
Sun, H.3
-
14
-
-
0036213079
-
Status of Land Cover Classification Accuracy Assessment
-
Foody, G. M. 2002. "Status of Land Cover Classification Accuracy Assessment." Remote Sensing of Environment 80 (1): 185-201.
-
(2002)
Remote Sensing of Environment
, vol.80
, Issue.1
, pp. 185-201
-
-
Foody, G.M.1
-
15
-
-
3042661357
-
Thematic Map Comparison: Evaluating the Statistical Significance of Differences in Classification Accuracy
-
Foody, G. M. 2004. "Thematic Map Comparison: Evaluating the Statistical Significance of Differences in Classification Accuracy." Photogrammetric Engineering & Remote Sensing 70 (5): 627-634.
-
(2004)
Photogrammetric Engineering & Remote Sensing
, vol.70
, Issue.5
, pp. 627-634
-
-
Foody, G.M.1
-
16
-
-
3042654673
-
A Relative Evaluation of Multiclass Image Classification by Support Vector Machines
-
Foody, G. M., and M. Ajay. 2004. "A Relative Evaluation of Multiclass Image Classification by Support Vector Machines." IEEE Transactions on Geoscience and Remote Sensing 42 (6): 1335-1343.
-
(2004)
IEEE Transactions on Geoscience and Remote Sensing
, vol.42
, Issue.6
, pp. 1335-1343
-
-
Foody, G.M.1
Ajay, M.2
-
17
-
-
84894096309
-
-
Freund, Y., and R. E. Schapire. 1996. "Experiments with a New Boosting Algorithm." Paper presented at the Proceedings of the Thirteenth International Conference (ICML '96), Bari, July 3-6.
-
(1996)
-
-
Freund, Y.1
Schapire, R.E.2
-
18
-
-
0035420134
-
Design of Effective Neural Network Ensembles for Image Classification Purposes
-
Giacinto, G., and F. Roli. 2001. "Design of Effective Neural Network Ensembles for Image Classification Purposes." Image and Vision Computing 19 (9): 699-707.
-
(2001)
Image and Vision Computing
, vol.19
, Issue.9
, pp. 699-707
-
-
Giacinto, G.1
Roli, F.2
-
19
-
-
84865516936
-
Remote Sensing of Environmental Change Over China: A Review
-
Gong, P. 2012. "Remote Sensing of Environmental Change Over China: A Review." Chinese Science Bulletin 57 (22): 2793-2801.
-
(2012)
Chinese Science Bulletin
, vol.57
, Issue.22
, pp. 2793-2801
-
-
Gong, P.1
-
20
-
-
84872359932
-
Finer Resolution Observation and Monitoring of Global Land Cover: First Mapping Results with Landsat TM and ETM+ Data
-
Gong, P., J. Wang, L. Yu, Y. Zhao, Y. Zhao, L. Liang, Z. Niu, X. Huang, H. Fu, S. Liu, C. Li, X. Li, W. Fu, C. Liu, Y. Xu, X. Wang, Q. Cheng, L. Hu, W. Yao, H. Zhang, P. Zhu, Z. Zhao, H. Zhang, Y. Zheng, L. Ji, Y. Zhang, H. Chen, A. Yan, J. Guo, L. Yu, L. Wang, X. Liu, T. Shi, M. Zhu, Y. Chen, G. Yang, P. Tang, B. Xu, C. Ciri, N. Clinton, Z. Zhu, J. Chen, and J. Chen. 2013. "Finer Resolution Observation and Monitoring of Global Land Cover: First Mapping Results with Landsat TM and ETM+ Data." International Journal of Remote Sensing 34 (7): 2607-2654.
-
(2013)
International Journal of Remote Sensing
, vol.34
, Issue.7
, pp. 2607-2654
-
-
Gong, P.1
Wang, J.2
Yu, L.3
Zhao, Y.4
Zhao, Y.5
Liang, L.6
Niu, Z.7
Huang, X.8
Fu, H.9
Liu, S.10
Li, C.11
Li, X.12
Fu, W.13
Liu, C.14
Xu, Y.15
Wang, X.16
Cheng, Q.17
Hu, L.18
Yao, W.19
Zhang, H.20
Zhu, P.21
Zhao, Z.22
Zhang, H.23
Zheng, Y.24
Ji, L.25
Zhang, Y.26
Chen, H.27
Yan, A.28
Guo, J.29
Yu, L.30
Wang, L.31
Liu, X.32
Shi, T.33
Zhu, M.34
Chen, Y.35
Yang, G.36
Tang, P.37
Xu, B.38
Ciri, C.39
Clinton, N.40
Zhu, Z.41
Chen, J.42
Chen, J.43
more..
-
21
-
-
0027804408
-
-
Paper presented at the 1993 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '93), New York, June 15-17
-
Huang, Y. S., and C. Y. Suen. 1993. "The Behavior-Knowledge Space Method for Combination of Multiple Classifiers." Paper presented at the 1993 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '93), New York, June 15-17.
-
(1993)
The Behavior-Knowledge Space Method for Combination of Multiple Classifiers
-
-
Huang, Y.S.1
Suen, C.Y.2
-
22
-
-
0029230267
-
A Method of Combining Multiple Experts for the Recognition of Unconstrained Handwritten Numerals
-
Huang, Y. S., and C. H. Suen. 1995. "A Method of Combining Multiple Experts for the Recognition of Unconstrained Handwritten Numerals." IEEE Transactions on Pattern Analysis and Machine Intelligence 17 (1): 90-94.
-
(1995)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.17
, Issue.1
, pp. 90-94
-
-
Huang, Y.S.1
Suen, C.H.2
-
24
-
-
0037403516
-
Measures of Diversity in Classifier Ensembles and Their Relationship with the Ensemble Accuracy
-
Kuncheva, L. I., and C. J. Whitaker. 2003. "Measures of Diversity in Classifier Ensembles and Their Relationship with the Ensemble Accuracy." Machine Learning 51 (2): 181-207.
-
(2003)
Machine Learning
, vol.51
, Issue.2
, pp. 181-207
-
-
Kuncheva, L.I.1
Whitaker, C.J.2
-
25
-
-
1842431416
-
Classification of Remotely Sensed Imagery Using Stochastic Gradient Boosting as a Refinement of Classification Tree Analysis
-
Lawrence, R., A. Bunn, S. Powell, and M. Zambon. 2004. "Classification of Remotely Sensed Imagery Using Stochastic Gradient Boosting as a Refinement of Classification Tree Analysis." Remote Sensing of Environment 90 (3): 331-336.
-
(2004)
Remote Sensing of Environment
, vol.90
, Issue.3
, pp. 331-336
-
-
Lawrence, R.1
Bunn, A.2
Powell, S.3
Zambon, M.4
-
26
-
-
79960994195
-
Coupling Simulation and Optimization to Solve Planning Problems in a Fast-Developing Area
-
Li, X., X. Shi, J. Q. He, and X. P. Liu. 2011. "Coupling Simulation and Optimization to Solve Planning Problems in a Fast-Developing Area." Annuals of the Association of American Geographers 101 (5): 1032-1048.
-
(2011)
Annuals of the Association of American Geographers
, vol.101
, Issue.5
, pp. 1032-1048
-
-
Li, X.1
Shi, X.2
He, J.Q.3
Liu, X.P.4
-
27
-
-
79956094112
-
An Innovative Method to Classify Remote-Sensing Images Using Ant Colony Optimization
-
Liu, X., X. Li, L. Liu, J. He, and B. Ai. 2008. "An Innovative Method to Classify Remote-Sensing Images Using Ant Colony Optimization." IEEE Transactions on Geoscience and Remote Sensing 46 (12): 4198-4208.
-
(2008)
IEEE Transactions on Geoscience and Remote Sensing
, vol.46
, Issue.12
, pp. 4198-4208
-
-
Liu, X.1
Li, X.2
Liu, L.3
He, J.4
Ai, B.5
-
28
-
-
79952070511
-
Determining Class Proportions Within a Pixel Using a New Mixed-Label Analysis Method
-
Liu, X., X. Li, and X. Zhang. 2010. "Determining Class Proportions Within a Pixel Using a New Mixed-Label Analysis Method." IEEE Transactions on Geoscience and Remote Sensing 48 (4): 1882-1891.
-
(2010)
IEEE Transactions on Geoscience and Remote Sensing
, vol.48
, Issue.4
, pp. 1882-1891
-
-
Liu, X.1
Li, X.2
Zhang, X.3
-
29
-
-
4143062534
-
Comparison of Land-Cover Classification Methods in the Brazilian Amazon Basin
-
Lu, D., P. Mausel, M. Batistella, and E. Moran. 2004. "Comparison of Land-Cover Classification Methods in the Brazilian Amazon Basin." Photogrammetric Engineering and Remote Sensing 70 (6): 723-732.
-
(2004)
Photogrammetric Engineering and Remote Sensing
, vol.70
, Issue.6
, pp. 723-732
-
-
Lu, D.1
Mausel, P.2
Batistella, M.3
Moran, E.4
-
30
-
-
33947591833
-
A Survey of Image Classification Methods and Techniques for Improving Classification Performance
-
Lu, D., and Q. Weng. 2007. "A Survey of Image Classification Methods and Techniques for Improving Classification Performance." International Journal of Remote Sensing 28 (5): 823-870.
-
(2007)
International Journal of Remote Sensing
, vol.28
, Issue.5
, pp. 823-870
-
-
Lu, D.1
Weng, Q.2
-
31
-
-
33749643850
-
-
Moreno-Seco, F., J. Iñesta, P. P. León, and L. Micó. 2006. "Comparison of Classifier Fusion Methods for Classification in Pattern Recognition Tasks." In Structural, Syntactic, and Statistical Pattern Recognition, edited by D.-Y. Yeung, J. T. Kwok, A. Fred, F. Roli, and D. Ridder, 705-713. Berlin: Springer.
-
(2006)
-
-
Moreno-Seco, F.1
Iñesta, J.2
León, P.P.3
Micó, L.4
-
33
-
-
35348915328
-
Classifier Ensembles: Select Real-World Applications
-
Oza, N. C., and K. Tumer. 2008. "Classifier Ensembles: Select Real-World Applications." Information Fusion 9 (1): 4-20.
-
(2008)
Information Fusion
, vol.9
, Issue.1
, pp. 4-20
-
-
Oza, N.C.1
Tumer, K.2
-
34
-
-
13344278660
-
Random Forest Classifier for Remote Sensing Classification
-
Pal, M. 2005. "Random Forest Classifier for Remote Sensing Classification." International Journal of Remote Sensing 26 (1): 217-222.
-
(2005)
International Journal of Remote Sensing
, vol.26
, Issue.1
, pp. 217-222
-
-
Pal, M.1
-
35
-
-
80051739559
-
Ensemble Learning with Decision Tree for Remote Sensing Classification
-
Pal, M. 2007. "Ensemble Learning with Decision Tree for Remote Sensing Classification." World Academy of Science, Engineering and Technology 36: 258-260.
-
(2007)
World Academy of Science, Engineering and Technology
, vol.36
, pp. 258-260
-
-
Pal, M.1
-
36
-
-
4444230479
-
Assessment of the Effectiveness of Support Vector Machines for Hyperspectral Data
-
Pal, M., and P. M. Mather. 2004. "Assessment of the Effectiveness of Support Vector Machines for Hyperspectral Data." Future Generation Computer Systems 20 (7): 1215-1225.
-
(2004)
Future Generation Computer Systems
, vol.20
, Issue.7
, pp. 1215-1225
-
-
Pal, M.1
Mather, P.M.2
-
37
-
-
33748611921
-
Ensemble Based Systems in Decision Making
-
Polikar, R. 2006. "Ensemble Based Systems in Decision Making." Circuits and Systems Magazine, IEEE 6 (3): 21-45.
-
(2006)
Circuits and Systems Magazine, IEEE
, vol.6
, Issue.3
, pp. 21-45
-
-
Polikar, R.1
-
38
-
-
0025448521
-
The Strength of Weak Learnability
-
Schapire, R. E. 1990. "The Strength of Weak Learnability." Machine Learning 5 (2): 197-227.
-
(1990)
Machine Learning
, vol.5
, Issue.2
, pp. 197-227
-
-
Schapire, R.E.1
-
39
-
-
38949143303
-
-
Tzeng, Y.-C. 2006. "Remote Sensing Images Classification/Data Fusion Using Distance Weighted Multiple Classifiers Systems." Paper presented at the Seventh International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT '06), Taipei, December 4-7.
-
(2006)
-
-
Tzeng, Y.-C.1
-
40
-
-
84865529487
-
China's Urban Expansion from 1990 to 2010 Determined with Satellite Remote Sensing
-
Wang, L., C. Li., Q. Ying., X. Cheng., X. Wang., X. Li., L. Hu., L. Liang., L. Yu., H. Huang., and P. Gong. 2012. "China's Urban Expansion from 1990 to 2010 Determined with Satellite Remote Sensing." Chinese Science Bulletin 57 (22): 2802-2812.
-
(2012)
Chinese Science Bulletin
, vol.57
, Issue.22
, pp. 2802-2812
-
-
Wang, L.1
-
41
-
-
77953871614
-
Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data
-
Waske, B., S. van der Linden, J. A. Benediktsson, A. Rabe, and P. Hostert. 2010. "Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data." IEEE Transactions on Geoscience and Remote Sensing 48 (7): 2880-2889.
-
(2010)
IEEE Transactions on Geoscience and Remote Sensing
, vol.48
, Issue.7
, pp. 2880-2889
-
-
Waske, B.1
van der Linden, S.2
Benediktsson, J.A.3
Rabe, A.4
Hostert, P.5
-
42
-
-
0026860706
-
Methods of Combining Multiple Classifiers and Their Applications to Handwriting Recognition
-
Xu, L., A. Krzyzak, and C. Y. Suen. 1992. "Methods of Combining Multiple Classifiers and Their Applications to Handwriting Recognition." IEEE Transactions on Systems, Man and Cybernetics 22 (3): 418-435.
-
(1992)
IEEE Transactions on Systems, Man and Cybernetics
, vol.22
, Issue.3
, pp. 418-435
-
-
Xu, L.1
Krzyzak, A.2
Suen, C.Y.3
-
43
-
-
79960039993
-
The Effects of Combining Classifiers with the Same Training Statistics Using Bayesian Decision Rules
-
Yan, W. Y., and A. Shaker. 2011. "The Effects of Combining Classifiers with the Same Training Statistics Using Bayesian Decision Rules." International Journal of Remote Sensing 32 (13): 3729-3745.
-
(2011)
International Journal of Remote Sensing
, vol.32
, Issue.13
, pp. 3729-3745
-
-
Yan, W.Y.1
Shaker, A.2
-
44
-
-
84879047611
-
Improving 30 Meter Global Land Cover Map FROM-GLC with Time Series MODIS and Auxiliary Datasets: A Segmentation Based Approach
-
Yu, L., J. Wang, and P. Gong. 2013. "Improving 30 Meter Global Land Cover Map FROM-GLC with Time Series MODIS and Auxiliary Datasets: A Segmentation Based Approach." International Journal of Remote Sensing 34 (16): 5851-5867.
-
(2013)
International Journal of Remote Sensing
, vol.34
, Issue.16
, pp. 5851-5867
-
-
Yu, L.1
Wang, J.2
Gong, P.3
-
45
-
-
0036567392
-
Ensembling Neural Networks: Many Could Be Better Than All
-
Zhou, Z. H., J. Wu, and W. Tang. 2002. "Ensembling Neural Networks: Many Could Be Better Than All." Artificial Intelligence 137 (1): 239-263.
-
(2002)
Artificial Intelligence
, vol.137
, Issue.1
, pp. 239-263
-
-
Zhou, Z.H.1
Wu, J.2
Tang, W.3
|