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| *******************************************************| ***************************************************| **********************************************| ******************************************| T H E M O N K' S P R O B L E M S| ******************************************| **********************************************| ***************************************************| *******************************************************| | | | The MONK's problems are a collection of three binary classification| problems over a six-attribute discrete domain. Each training/test data| is of the form| | <name>: <value1> <value2> <value3> <value4> <value5> <value6> -> <class>| | where <name> is an ASCII-string, <value n> represents the value of| attribute # n, and <class> is either 0 or 1, depending on the class| this example belongs to. The attributes may take the following values:| | attribute#1 : {1, 2, 3}| attribute#2 : {1, 2, 3}| attribute#3 : {1, 2}| attribute#4 : {1, 2, 3}| attribute#5 : {1, 2, 3, 4}| attribute#6 : {1, 2} | | Thus, the six attributes span a space of 432=3x3x2x3x4x2 examples.| | | | /*********************************************************************\| ***********************************************************************| \*********************************************************************/| | | | The "true" concepts underlying each MONK's problem are given by:| | MONK-1: (attribute_1 = attribute_2) or (attribute_5 = 1)| | MONK-2: (attribute_n = 1) for EXACTLY TWO choices of n (in {1,2,...,6})| | MONK-3: (attribute_5 = 3 and attribute_4 = 1) or| (attribute_5 != 4 and attribute_2 != 3)| | (with "!=" denoting inequality).| MONK-3 has 5% additional noise (misclassifications) in the training set.| | | | /*********************************************************************\| ***********************************************************************| \*********************************************************************/0, 1 |classesattribute#1 : 1, 2, 3attribute#2 : 1, 2, 3attribute#3 : 1, 2attribute#4 : 1, 2, 3attribute#5 : 1, 2, 3, 4attribute#6 : 1, 2
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