Commit Inicial

data/tanveer/cylinder-bands/bands.names

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+1. Title: Cylinder bands
+
+2. Sources:
+    (a) Creator: Bob Evans
+		 RR Donnelley & Sons Co.
+		 Gallatin Division
+	 	 801 Steam Plant Rd
+		 Gallatin, Tennessee 37066-3396
+		 (615) 452-5170
+    (b) Donor: same
+    (c) Date: August, 1995
+
+3. Past Usage:
+
+	Evans, B., and Fisher, D. (1994). Overcoming process delays with
+	decision tree induction. IEEE Expert , Vol. 9, No. 1, 60--66.
+
+4. Relevant Information:n
+
+Here's the abstract from the above reference:
+
+ABSTRACT: Machine learning tools show significant promise for
+knowledge acquisition, particularly when human expertise is
+inadequate. Recently, process delays known as cylinder banding in
+rotogravure printing were substantially mitigated using control rules
+discovered by decision tree induction. Our work exemplifies a more
+general methodology which transforms the knowledge acquisition task
+from one in which rules are directly elicited from an expert, to one
+in which a learning system is responsible for rule generation. The
+primary responsibilities of the human expert are to evaluate the
+merits of generated rules, and to guide the acquisition and
+classification of data necessary for machine induction. These
+responsibilities require the expert to do what an expert does best: to
+exercise his or her expertise. This seems a more natural fit to an
+expert's capabilities than the requirements of traditional
+methodologies that experts explicitly enumerate the rules that they
+employ.
+
+5. Number of Instances: 512
+
+6. Number of Attributes: 40 including the class attribute
+   -- 20 attributes are numeric, 20 are nominal
+
+7. Attribute Information:
+	 1. timestamp: numeric;19500101 - 21001231 
+	 2. cylinder number: nominal
+	 3. customer: nominal; 
+	 4. job number: nominal; 
+	 5. grain screened: nominal; yes, no 
+	 6. ink color: nominal;  key, type 
+	 7. proof on ctd ink:  nominal;  yes, no  
+	 8. blade mfg: nominal;  benton, daetwyler, uddeholm 
+	 9. cylinder division: nominal;  gallatin, warsaw, mattoon 
+	10. paper type: nominal;  uncoated, coated, super 
+	11. ink type: nominal;  uncoated, coated, cover 
+	12. direct steam: nominal; use; yes, no *
+	13. solvent type: nominal;  xylol, lactol, naptha, line, other 
+	14. type on cylinder:  nominal;  yes, no  
+	15. press type: nominal; use; 70 wood hoe, 70 motter, 70 albert, 94 motter 
+	16. press: nominal;  821, 802, 813, 824, 815, 816, 827, 828 
+	17. unit number: nominal;  1, 2, 3, 4, 5, 6, 7, 8, 9, 10 
+	18. cylinder size: nominal;  catalog, spiegel, tabloid 
+	19. paper mill location: nominal; north us, south us, canadian, 
+				 scandanavian, mid european
+	20. plating tank: nominal; 1910, 1911, other 
+	21. proof cut: numeric;  0-100 
+	22. viscosity: numeric;  0-100 
+	23. caliper: numeric;  0-1.0 
+	24. ink temperature: numeric;  5-30 
+	25. humifity: numeric;  5-120 
+	26. roughness: numeric;  0-2 
+	27. blade pressure: numeric;  10-75 
+	28. varnish pct: numeric;  0-100 
+	29. press speed: numeric;  0-4000 
+	30. ink pct: numeric;  0-100 
+	31. solvent pct: numeric;  0-100 
+	32. ESA Voltage: numeric;  0-16 
+	33. ESA Amperage: numeric;  0-10 
+	34. wax: numeric ;  0-4.0
+	35. hardener:  numeric; 0-3.0 
+	36. roller durometer:  numeric;  15-120 
+	37. current density:  numeric;  20-50 
+	38. anode space ratio:  numeric;  70-130 
+	39. chrome content: numeric; 80-120 
+	40. band type: nominal; class; band, no band *
+
+8. Missing Attribute Values: yes, in 302 examples
+
+
+9. Class Distribution: (out of 512 total instances)
+    -- 312 No band
+    -- 200 Band
+
+
+
+