Decision trees to classify multitemporal imagery Thales Sehn
- Slides: 26
Decision trees to classify multitemporal imagery Thales Sehn Korting http: //www. dpi. inpe. br/~tkorting/
The Earth is constantly changing.
Science challenges How are ocean, atmosphere and land processes coupled? Understand patterns of change in local and global scale (Kumar, 2001) Where are changes taking place? Who is being impacted by the change? (Câmara, 2008)
Changes in different time-scales (Heas, 2005)
(Goodchild, 2007) Changes in geographical objects
(Goodchild, 2007) We focus on stationary objects.
How to model changing patterns in land use/cover?
SITS – Satellite Image Time Series 06/2008 SITS 07/2008 08/2008
Detect changes t 2 t 3 What? When? Where? re fo tio n sta re fo de t 1 de n tio ro co ad ns tru c SITS
SITS example 2007 2006 2008 2007 2009 2008
What attributes that best describe changing patterns? Image objects • Pixels • Cells • Regions (Kumar, 2001)
Segmentation in first, or multiple times?
NDVI Variations in image attributes define temporal signatures. ≠ Temporal resolutions
Similar signatures define changing patterns. Signature for deforestation (Freitas, 2008)
Transformation Classification Algebra Visual Interpretation
Statistics Data Mining AI, M. Learning, P. Recognition Data Bases Hypothesis Classification methods based on data mining are efficient to identify temporal signatures.
Decision trees to classify changes Independence of number of attributes amplitude of attributes Easy to understand the result
C 4. 5 Algorithm Entropy Information Value Gain Advantage of using one attribute in despite to another info for all classes minus info per branch
C 4. 5 classification example 2 attributes pixel_mean, area 3 training classes 4 forest, 3 clear_cut, 2 road
Split in attribute pixel_mean …
Split in attribute area …
Fuzzy Decision Trees Extension of decision trees to include nonrigid limits for the thresholds
Objective Provide a technological framework to identify land use/cover changing patterns.
Classification scheme
Extended Geo. DMA framework Timeline Visualization Mining
Decision trees to classify multitemporal imagery Thales Sehn Korting http: //www. dpi. inpe. br/~tkorting/
- No decision snap decision responsible decision
- Dividend decision in financial management
- In order to classify a decision as rational
- Supply chain network design decisions
- Decision theory
- What is data and process modeling
- Théorème de thalès (4ème)
- Pythagorejská škola
- "thales"
- Thales dms brest
- Thales tgs
- Thales klystron
- Thales prévision
- Colonie thales
- Cbbca
- Gladys zorrilla
- Thales z milétu
- Fraternité pythagoricienne
- Teorema lui thales
- Thales olimpiada
- Thales klystron
- Interacionismo simbólico exemplos
- Thalés z milétu
- Control medir y corregir
- Thales of miletus parents
- Thales
- Organigramme thales