4. Application Database Examples

4.1 Wisconsin Breast Cancer Database

4.2 Car Evaluation Database

4.3 Credit Approval Database

4.4 Ecoli database: Protein Localization Sites

4.5 Heart Disease Databases

4.6 Boston Housing Database

4.7 Forensic Science Database

4.8 Nursery School Database

4.9 Thyroid Database

4.10 More


4.   Application Database Examples


 
 

Figure 9. Examples.

All examples here are build in the DecisionMaker. To generate the Heart Disease Database, for example, click "Example/Heart Disease Database (13, 1), 5". Here "(13, 1), 5" means:

Look at the status bar; it indicates this example has a total of 920 instances.

As a rule of thumb, your database should have 100 instances per attribute per class. If you increase the precision from 10 to 100, your database should have 200 instances per attribute per class. This amount of data can easily generate a prediction with 100% accuracy.

Example 1: 10 attributes, 2 classes.

100 * 10 * 2 ===> 2,000 instance for precision = 10.

200 * 10 * 2 ===> 2,000 instance for precision = 100.

If you do not have enough data, the accuracy will drop. If your data is substantially less than the above amount, you can only use the DecisionMaker (DM) for making an educated guess.
 
 

The databases used by the DecisionMaker as examples are:

Depending on the amount of data you have, the DM 2.5 can be used in 2 ways:



4.1 Wisconsin Breast Cancer Database

4.2 Car Evaluation Database

4.3 Credit Approval Database

4.4 Ecoli database: Protein Localization Sites

4.5 Heart Disease Databases

4.6 Boston Housing Database

4.7 Forensic Science Database

4.8 Nursery School Database

4.9 Thyroid Database


4. 10   More

Please see:

    UCI Machine Learning Repository

At:

    http://www.ics.uci.edu/~mlearn/MLSummary.html

  1. Abalone Database
  2. Adult Database
  3. Annealing Database
  4. Arrhythmia Database
  5. Artificial Characters Database
  6. Audiology Databases
  7. Auto-Mpg Database
  8. Automobile Database
  9. Badges Database
  10. Balance Scale Database
  11. Balloons Database
  12. Breast Cancer Database (restricted access)
  13. Wisconsin Breast Cancer Databases
  14. Pittsburgh Bridges Database
  15. Car Evaluation Database
  16. Census Income Database
  17. Chess Databases
  18. Bach Chorales (time-series) Database
  19. Connect-4 Opening Database
  20. Credit Screening Databases
  21. Computer Hardware Database
  22. Covertype data
  23. Cylinder Bands Database
  24. Dermatology Database
  25. Diabetes Data
  26. Document Understanding Database
  27. EBL Domain Theories and Examples
  28. Echocardiogram Database
  29. Ecoli Database
  30. Flags Database
  31. Function Finding Databases
  32. Glass Identification Database
  33. Hayes-Roth Database
  34. Heart Disease Databases
  35. Hepatitis Database
  36. Horse Colic Database
  37. Housing Database (Boston)
  38. ICU Data
  39. Image segmentation Database
  40. Ionosphere Database
  41. Iris Plant Database
  42. Ftp Access
  43. Kinship Database
  44. Labor relations Database
  45. LED Display Domains
  46. Lenses Database
  47. Letter Recognition Database
  48. Liver-disorders Database
  49. Logic-theorist
  50. Lung Cancer Database
  51. Lymphography Database (restricted access)
  52. Mechanical Analysis Data
  53. Meta-data Database
  54. Mobile Robots Database
  55. Molecular Biology Databases
  56. MONK's Problems
  57. Moral Reasoner Database
  58. Mushrooms Database
  59. MUSK Databases
  60. Nursery Database
  61. Othello Domain Theory
  62. Page Blocks Classification Database
  63. Pima Indians Diabetes Database
  64. Optical Recognition of Handwritten Digits
  65. Pen-Based Recognition of Handwritten Digits
  66. Postoperative Patient Database
  67. Primary Tumor Database (restricted access)
  68. Qualitative Structure Activity Relationships (QSARs)
  69. Quadraped Animals Data Generator
  70. Servo Database
  71. Shuttle Landing Control Database
  72. Solar Flare Databases
  73. Soybean Databases
  74. Challenger USA Space Shuttle O-Ring Databases
  75. Low Resolution Spectrometer Database
  76. Sponge Database
  77. Statlog Project Databases
  78. Student Loan Relational Database
  79. Tic-Tac-Toe Endgame Database
  80. Thyroid Disease Database
  81. Trains Database
  82. University Database
  83. Congressional Voting Records Database
  84. Water Treatement Plant Database
  85. Waveform Data Generator
  86. Wine Recognition Database
  87. Yeast Database
  88. Zoo Database
  89. Undocumented Databases