1. Task-relevant data: What is the data set that I want to mine? For example: We may specify the number of Computer Science Master and PhD students graduating in fall 2005 and the total number of students graduating in fall 2005. Task-relevant data can be specified by following information: # Name of database to be used: Registrar Office Database, Joe'SS Database. # Name of tables containing the relevant data: Student_Information, Course_Information, CS_Department_Database etc. # Conditions for selecting the relevant data: retrieve data pertaining to graduating students in fall 2005. # The relevant attributes: Student Name, Student Id, Courses Completed, Degree etc. 2. The kind of knowledge to be mined? Association (X = UMR Computer Science students graduating in fall 2005) * major(X, "CS") ^ degree(X, "master") => graduates(X, "fall2005"). * major(X, "CS") ^ degree(X, "phd") => graduates(X, "fall2005"). * major(X, "CS") => graduates(X, "fall2005"). 3. Background knowledge: Concept Hierarchies. The concept hierarchy can be used to define a sequence of mappings from a set of low-level concepts to higher-level, more general concepts. For example, we can define a level schema hierarchy of students who are graduating from UMR as: level < degree < major < school - Phd. < grads < computer science < art and science - Master < grads < computer science < art and science 4. Interestingness Measures. We use the rule: major(X, "CS") ^ status(X, "master") => graduates(X, "fall2005"). Suppose that: - The total number of students in UMR who are graduating in fall 2005 = 100. - The UMR students who are in Computer Science department and graduating with Master's degree in Fall 2005= 10. - The total number of UMR students who are in Computer Science department and graduating in Fall 2005= 15. So, Support = 10/100 = 10% Confidence = 10/15 = 66.6%
5. Presentation and visualization of Discovered Patterns. * major(X, "CS") ^ status(X, "master") => graduates(X, "fall2005"). * major(X, "CS") ^ status(X, "phd") => graduates(X, "fall2005"). * major(X, "CS") => graduates(X, "fall2005"). Presenting using Decision Tree:
You can sort the list by clicking a column header and filter the list by specifying search criteria
List and describe the three forms of informational efficiency?
list and describe three methods of nonpoint pollution control
The hazards in a workplace depend on the nature of the work performed there and are too numerous to list without specifying a particular type of workplace.
You certainly can have a list of descriptive words to describe a gull. There is no rule against this.
wind,
FIT
Examples of primary stress words include "happen," "potato," "elephant," and "analyze." These words have the primary stress on the first syllable.
DESCRIBE THE ACTION OF HEART VALVES. WHEN DO THEY OPEN AND CLOSE?
Cunning, stealth
peel
Yes