Glass Identification

About
From USA Forensic Science Service; 6 types of glass; defined in terms of their oxide content (i.e. Na, Fe, K, etc)
Vina conducted a comparison test of her rule-based system, BEAGLE, the nearest-neighbor algorithm, and discriminant analysis. BEAGLE is a product available through VRS Consulting, Inc.; 4676 Admiralty Way, Suite 206; Marina Del Ray, CA 90292 (213) 827-7890 and FAX: -3189. In determining whether the glass was a type of "float" glass or not, the following results were obtained (# incorrect answers):
Type of Sample -- Beagle -- NN -- DA
Windows that were float processed (87) -- 10 -- 12 -- 21
Windows that were not: (76) -- 19 -- 16 -- 22
The study of classification of types of glass was motivated by criminological investigation. At the scene of the crime, the glass left can be used as evidence...if it is correctly identified!
Variables Info:
1. Id number: 1 to 214
2. RI: refractive index
3. Na: Sodium (unit measurement: weight percent in corresponding oxide, as are attributes 4-10)
4. Mg: Magnesium
5. Al: Aluminum
6. Si: Silicon
7. K: Potassium
8. Ca: Calcium
9. Ba: Barium
10. Fe: Iron
11. Type of glass: (class attribute)
-- 1 building_windows_float_processed
-- 2 building_windows_non_float_processed
-- 3 vehicle_windows_float_processed
-- 4 vehicle_windows_non_float_processed (none in this database)
-- 5 containers
-- 6 tableware
-- 7 headlamps
Class labels:
1: building_windows_float_processed
2: building_windows_non_float_processed
3: vehicle_windows_float_processed
4: vehicle_windows_non_float_processed (none in this database)
5: containers
6: tableware
7: headlamps
Subject Area
Physics and Chemistry
Instances
214
Features
9
Data Types
Multivariate
Tasks
Classification
Feature Types
Continuous
Features
Name | Role | Type | Units | Missing Values | Description |
---|---|---|---|---|---|
Id_number | Id | Integer | - | No | |
RI | Feature | Continuous | - | No | |
Na | Feature | Continuous | weight percent in corresponding oxide | No | |
Mg | Feature | Continuous | weight percent in corresponding oxide | No | |
Al | Feature | Continuous | weight percent in corresponding oxide | No | |
Si | Feature | Continuous | weight percent in corresponding oxide | No | |
K | Feature | Continuous | weight percent in corresponding oxide | No | |
Ca | Feature | Continuous | weight percent in corresponding oxide | No | |
Ba | Feature | Continuous | weight percent in corresponding oxide | No | |
Fe | Feature | Continuous | weight percent in corresponding oxide | No | |
Type_of_glass | Target | Categorical | - | No |
Introductory Paper
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