A Content Based Recommendation System 
------------------------------------------------------------------------

1. Feature extraction using marsyas

	-- Extract timbral, textual and spectral features

2. classify and train with audio dataset

	Dataset = 'A benchmark for automatic genre classification"
	
	+-------------+----------+
	| tag         | count(*) |
	+-------------+----------+
	| alternative |      145 |
	| blues       |      120 |
	| electronic  |      113 |
	| folkcountry |      222 |
	| funksoulrnb |       47 |
	| jazz        |      319 |
	| pop         |      116 |
	| raphiphop   |      300 |
	| rock        |      504 |
	+-------------+----------+
	
3. Genre similarity when clustered at rmax=6

	     'alternative': {
	              					'alternative': 0,
                                   'blues': 44.119193097047635,
                                   'electronic': 114.20070296873267,
                                   'folkcountry': 27.074633933703151,
                                   'jazz': 198.76118589760745,
                                   'pop': 18.590094695719383,
                                   'raphiphop': 84.463404490202024,
                                   'rock': 211.55903457489416
                             },
                             
          'blues': {         'alternative': 44.119193097047635,
                             'blues': 0,
                             'electronic': 118.15265970379743,
                             'folkcountry': 43.753486200750139,
                             'jazz': 199.29498699978427,
                             'pop': 39.255749500578183,
                             'raphiphop': 56.811921826386644,
                             'rock': 201.35714417963911
                             },
                             [folkcountry,alternative]
                             
                             
          'electronic': {         'alternative': 114.20070296873267,
                                  'blues': 118.15265970379743,
                                  'electronic': 0,
                                  'folkcountry': 110.52774788166447,
                                  'jazz': 415.94659220195882,
                                  'pop': 110.86374443465463,
                                  'raphiphop': 135.17732770639171,
                                  'rock': 424.42390579603659
                                  },
                                  
                                  
          'folkcountry': {         'alternative': 27.074633933703151,
                                   'blues': 43.753486200750139,
                                   'electronic': 110.52774788166447,
                                   'folkcountry': 0,
                                   'jazz': 188.23440382785242,
                                   'pop': 14.912843953840197,
                                   'raphiphop': 79.30320368024131,
                                   'rock': 226.67235087860919},
          
          
          'jazz': {         'alternative': 198.76118589760745,
                            'blues': 199.29498699978427,
                            'electronic': 415.94659220195882,
                            'folkcountry': 188.23440382785242,
                            'jazz': 0,
                            'pop': 190.6380457275848,
                            'raphiphop': 224.94997246161469,
                            'rock': 1200.527183487437},
                            [pop,alterbative,blues]
                            
          
          'pop': {         'alternative': 18.590094695719383,
                           'blues': 39.255749500578183,
                           'electronic': 110.86374443465463,
                           'folkcountry': 14.912843953840197,
                           'jazz': 190.6380457275848,
                           'pop': 0,
                           'raphiphop': 74.621743018604292,
                           'rock': 217.27551888821833},
                           
                           [alternative,folkcountry]
          
          
          'raphiphop': {         'alternative': 84.463404490202024,
                                 'blues': 56.811921826386644,
                                 'electronic': 135.17732770639171,
                                 'folkcountry': 79.30320368024131,
                                 'jazz': 224.94997246161469,
                                 'pop': 74.621743018604292,
                                 'raphiphop': 0,
                                 'rock': 229.82426241624168},
          
          
          'rock': {         'alternative': 211.55903457489416,
                            'blues': 201.35714417963911,
                            'electronic': 424.42390579603665,
                            'folkcountry': 226.67235087860919,
                            'jazz': 1200.527183487437,
                            'pop': 217.27551888821833,
                            'raphiphop': 229.82426241624168,
                            'rock': 0}
                    [blues,alternative,pop,rapiphop,folkcountry,electronic,jazz]
                            
                            
 
4. dynamic k-mean implmentation from
 --  A Music recommendation system with Dynamic K-mean 

5. Analysis
   Gathering stats
   
6. Instructions
  g++  -g -O2   -o fextract  fextract.o  -lvorbisfile -lvorbis -lmarsyas -lmad -lasound