Evaluation of time series distance functions in the task of detecting remote phenology patterns

Proceedings - International Conference on Pattern Recognition

Volumn , Issue , 2014, Pages 3126-3131

  Conti, José C ^a   Farial, Fabio A ^a   Almeida, Jurandy ^a,c   Alberton, Bruna ^b   Morellato, Leonor P C ^b   Camolesi, Luiz ^a   Da Torres, Ricardo S ^a  

^a UNIVERSITY OF CAMPINAS   (Brazil)

^b SÃO PAULO STATE UNIVERSITY UNESP   (Brazil)

^c FEDERAL UNIVERSITY OF SÃO PAULO   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

BIOLOGY; FORESTRY; FUNCTION EVALUATION; PATTERN RECOGNITION; TIME SERIES;

CORRELATION ANALYSIS; DISTANCE FUNCTIONS; KNOWLEDGE EXTRACTION; NATURAL PHENOMENA; NEAR SURFACES; PHENOLOGICAL CHANGES; SIMILARITY FUNCTIONS; TEMPORAL DATA;

TIME SERIES ANALYSIS;

EID: 84919935087     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICPR.2014.539     Document Type: Conference Paper

References (22)

1. M. D. Schwartz, Phenology: An Integrative Environmental Science. Academic Publishers, 2003.
2. A. D. Richardson, J. P. Jenkins, B. H. Braswell, D. Y. Hollinger, S. V. Ollinger, and M. L. Smith, "Use of digital webcam images to track spring greep-up in a deciduous broadleaf forest," Oecologia, vol. 152, pp. 323-334, 2007.
3. H. Ahrends, S. Etzold, W. Kutsch, R. Stoeckli, R. Bruegger, F. Jeanneret, H. Wanner, N. Buchmann, and W. Eugster, "Tree phenology and carbon dioxide fluxes: Use of digital photography for process-based interpretation at the ecosystem scale," Climate Research, vol. 39, pp. 261-274, 2009.
4. A. D. Richardson, B. H. Braswell, D. Y. Hollinger, J. P. Jenkins, and S. V. Ollinger, "Near-surface remote sensing of spatial and temporal variation in canopy phenology," Ecological Applications, vol. 19, pp. 1417-1428, 2009.
5. B. Alberton, J. Almeida, R. Henneken, R. da S. Torres, A. Menzel, and L. P. C. Morellato, "Using phenological cameras to track the green up in a cerrado savanna and its on-the-ground validation," Ecological Informatics, vol. 19, pp. 62-70, 2014.
6. R. S. Torres, M. Hasegawa, S. Tabbone, J. Almeida, J. A. Santos, B. Alberton, and L. P. C. Morellato, "Shape-based time series analysis for remote phenology studies," in IEEE International Geoscience and Remote Sensing Symposium, 2013, pp. 3598-3601.
7. J. Almeida, J. A. Santos, B. Alberton, L. P. C. Morellato, and R. S. Torres, "Visual rhythm-based time series analysis for phenology studies," in IEEE International Conference on Image Processing, 2013, pp. 4412-4416.
8. J. Almeida, J. A. Santos, B. Alberton, L. P. C. Morellato, and R. S. Torres, "Plant species identification with phenological visual rhythms," in IEEE International Conference on eScience, 2013, pp. 148-154.
9. H.-D. Cheng, X. Jiang, Y. Sun, and J. Wang, "Color image segmentation: Advances and prospects," Pattern Recognition, vol. 34, no. 12, pp. 2259-2281, 2001.
10. B.-K. Yi and C. Faloutsos, "Fast time sequence indexing for arbitrary lp norms," in International Conference on Very Large Data Bases, 2000, pp. 385-394.
11. C. Faloutsos, M. Ranganathan, and Y. Manolopoulos, "Fast subsequence matching in time-series databases," SIGMOD Record, vol. 23, no. 2, pp. 419-429, May 1994.
12. D. J. Berndt and J. Clifford, "Using Dynamic Time Warping to Find Patterns in Time Series," in KDD Workshop, 1994, pp. 359-370.
13. L. Chen and M. T. zsu, "Robust and fast similarity search for moving object trajectories," in ACM SIGMOD International Conference on Management of Data, 2005, pp. 491-502.
14. L. Chen and R. Ng, "On the marriage of lp-norms and edit distance," pp. 792-803, 2004.
15. M. Vlachos, "Discovering similar multidimensional trajectories," in International Conference on Data Engineering, 2002, pp. 673-684.
16. J. Martin and J. L. Crowley, "Experimental comparison of correlation techniques," in International Conference on Intelligent Autonomous Systems, 1995.
17. J. Almeida, J. A. dos Santos, B. Alberton, R. S. Torres, and L. P. C. Morellato, "Remote phenology: Applying machine learning to detect phenological patterns in a cerrado savanna," in IEEE International Conference on eScience, 2012, pp. 1-8.
18. J. Almeida, J. A. Santos, B. Alberton, R. S. Torres, and L. P. C. Morellato, "Applying machine learning based on multiscale classifiers to detect remote phenology patterns in cerrado savanna trees," Ecological Informatics, 2013. DOI: 10. 1016/j. ecoinf. 2013. 06. 011
19. L. Guigues, J. Cocquerez, and H. Le Men, "Scale-sets image analysis," International Journal of Computer Vision, vol. 68, pp. 289-317, 2006.
20. L. I. Kuncheva and C. J. Whitaker, "Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy," Machine Learning, 2003.
21. F. A. Faria, J. A. dos Santos, A. Rocha, and R. da S. Torres, "A framework for selection and fusion of pattern classifiers in multimedia recognition," Pattern Recognition Letters, vol. 39, no. 0, pp. 52-64, 2014.
22. F. S. P. Andrade, J. Almeida, H. Pedrini, and R. S. Torres, "Fusion of local and global descriptors for content-based image and video retrieval," in Iberoamerican Congress on Pattern Recognition, 2012, pp. 845-853.