ios-KRFuzzyCMeans-Algorithm

KRFuzzyCMeans has implemented Fuzzy C-Means (FCM) the fuzzy (ファジー理論) clustering / classification algorithm (クラスタリング分類) in Machine Learning (マシンラーニング). It could be used in data mining (データマイニング) and image compression (画像圧縮). If you wanna know how to use and the details, you could contact me via email.

#import "KRFuzzyCMeans.h"

- (void)viewDidLoad 
{
    [super viewDidLoad];
    
    KRFuzzyCMeans *_krFcm   = [KRFuzzyCMeans sharedFCM];
    _krFcm.m                = 3;
    _krFcm.convergenceError = 0.001f;
    [_krFcm addCentralX:5.0f y:5.0f];
    [_krFcm addCentralX:10.0f y:10.0f];
    //[_krFcm addCentralX:12.0f y:14.0f];
    [_krFcm addPatterns:@[@[@2, @12], @[@4, @9], @[@7, @13], @[@11, @5], @[@12, @7], @[@14, @4]]];
    [_krFcm clusteringWithCompletion:^(BOOL success, NSArray *clusters, NSArray *centrals, NSInteger totalTimes)
    {
        NSLog(@"\n\n===============================================\n\n");
        NSLog(@"totalTimes : %li", totalTimes);
        NSLog(@"results : %@", clusters);
        NSLog(@"centrals : %@", centrals);
    }eachGeneration:^(NSInteger times, NSArray *clusters, NSArray *centrals)
    {
        NSLog(@"times : %li", times);
        NSLog(@"clusters : %@", clusters);
        NSLog(@"centrals : %@", centrals);
    }];
    
}

Version

V1.0

License

MIT.