mfeat-morphological.arff

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UCI/mfeat-morphological.arff
TunedIT
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2009-10-30 13:05:30
Description

The multi-feature digit dataset
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% The multi-feature digit dataset
% -------------------------------
% 
% Oowned and donated by:
% ----------------------
% 
% Robert P.W. Duin
% Department of Applied Physics 
% Delft University of Technology 
% P.O. Box 5046, 2600 GA Delft
% The Netherlands
% 
% email: duin@ph.tn.tudelft.nl
% http : //www.ph.tn.tudelft.nl/~duin
% tel +31 15 2786143
% 
% Usage
% -----
% A slightly different version of the database is used in
% 
% M. van Breukelen, R.P.W. Duin, D.M.J. Tax, and J.E. den Hartog, Handwritten
%      digit recognition by combined classifiers, Kybernetika, vol. 34, no. 4,
%      1998, 381-386.
% 
% M. van Breukelen and R.P.W. Duin, Neural Network Initialization by Combined
%      Classifiers, in: A.K. Jain, S. Venkatesh, B.C. Lovell (eds.), ICPR'98,
%      Proc. 14th Int. Conference on Pattern Recognition (Brisbane, Aug. 16-20),
% 
% The database as it is is used in:
% 
% A.K. Jain, R.P.W. Duin, J. Mao, Statisitcal Pattern Recognition: A Review,
%      in preparation
% 
% Description
% -----------
% 
% This dataset consists of features of handwritten numerals (`0'--`9')
% extracted from a collection of Dutch utility maps. 200 patterns per
% class (for a total of 2,000 patterns) have been digitized in  binary
% images. These digits are represented in terms of the following six
% feature sets (files): 
% 
% 1. mfeat-fou: 76 Fourier coefficients of the character shapes; 
% 2. mfeat-fac: 216 profile correlations; 
% 3. mfeat-kar: 64 Karhunen-Love coefficients; 
% 4. mfeat-pix: 240 pixel averages in 2 x 3 windows; 
% 5. mfeat-zer: 47 Zernike moments; 
% 6. mfeat-mor: 6 morphological features. 
% 
% In each file the 2000 patterns are stored in ASCI on 2000 lines. The
% first 200 patterns are of class `0', followed by sets of 200 patterns
% for each of the classes `1' - `9'. Corresponding patterns in different
% feature sets (files) correspond to the same original character.
% 
% The source image dataset is lost. Using the pixel-dataset (mfeat-pix)
% sampled versions of the original images may be obtained (15 x 16 pixels).
% 
% Total number of instances:
% --------------------------
% 2000 (200 instances per class)
% 
% Total number of attributes:
% ---------------------------
% 649 (distributed over 6 datasets,see above)
% 
% no missing attributes
% 
% Total number of classes:
% ------------------------
% 10
% 
% Format:
% ------
% 6 files, see above.
% Each file contains 2000 lines, one for each instance.
% Attributes are SPACE separated and can be loaded by Matlab as
% > load filename
% No missing attributes. Some are integer, others are real.
% 
%
% Information about the dataset
% CLASSTYPE: nominal
% CLASSINDEX: last
%

@relation mfeat

@attribute att1 REAL
@attribute att2 REAL
@attribute att3 REAL
@attribute att4 REAL
@attribute att5 REAL
@attribute att6 REAL
@attribute class {1,2,3,4,5,6,7,8,9,10}

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