List of Figures

  1. Google Maps (http://maps.google.com)
  2. Difficulty in Finding the Spatial Proximity of Objects
  3. Effect of Different Distance Definitions on Nearest Neighbors
  4. An Example of a NN Query on R-tree Index
  5. YPK-CNN
  6. SEA-CNN
  7. CPM
  8. Example of Safe Regions
  9. Threshold-Based Algorithm for Monitoring a 3-NN Query
  10. The Objects $ a$ and $ e$ are the Reverse Nearest Neighbors of $ q$
  11. Illustration of SAA
  12. Half-Plane Pruning
  13. The Monitoring Region of a Continuous RNN Query
  14. Illustration of $ mindist(q,M,R)$ and $ minmaxdist(q,M,R)$
  15. Computation of a Constrained Nearest Neighbor Query
  16. Node $ N_1$ can be pruned
  17. Different Pruning Metrics for All-NN Queries
  18. Grid Index
  19. Minimal Set of Cells
  20. CircularTrip
  21. Next Intersected Cell is Either $ c_c$ or $ c_N$
  22. Minimum Angular Distance
  23. ArcTrip
  24. The Special Cell $ c_{spe}$ is Always the Adjacent Cell of $ c$ in $ D_{opp}$
  25. System Overview and Data Structure
  26. A Nearest Neighbor Query
  27. Handling Data Point Updates
  28. Handling Query Updates
  29. Handling Multiple Updates
  30. Updating Influence Region
  31. An Example of Updates Handling by CPM
  32. An Example of Updates Handling by CircularTrip-based Algorithm
  33. Effect of $ \delta$
  34. Effect of $ k$
  35. Effect of $ N$ and $ n$
  36. Data Movement
  37. Query Movement
  38. Time Efficiency
  39. Six Pie-Region Constrained NN Queries
  40. A Continuous Pie-Region $ 1$ -CNN query
  41. A Varying Pie-Region Continuous $ 1$ -CNN Query
  42. A Donut-Region $ k$ CNN Query
  43. Computation of a Donut-Region $ 1$ -CNN Query
  44. A Varying Donut-Region Continuous $ 1$ -CNN query
  45. Donut-Pie $ k$ CNN Query
  46. Computation of a Donut-Pie $ 1$ -CNN Query
  47. Computation of a Varying Donut-Pie Region $ 1$ -CNN Query
  48. Continuous $ k$ CNN Query Over Irregular Region $ R$
  49. Computation of a Farthest Nearest Neighbor Query
  50. Update Handling of a Farthest Neighbor Query
  51. A ($ k+m$ )NNs Query ($ k=3, m=2$ )


Muhammad Aamir Cheema 2007-10-11