MSKJu Lei Suan Fa (MeanShift-KMeans Clustering)
Yi Ge Jie He Liao MeanShiftHe K-MeansYou Dian De Ju Lei Suan Fa Shi Xian . Gai Suan Fa Shou Xian Shi Yong MeanShiftHuo Qu Chu Shi Ju Lei Zhong Xin ,Ran Hou Jiang Zhe Xie Zhong Xin Dian Zuo Wei K-MeansDe Chu Shi Zhi Xin ,Cong Er Huo De Geng Wen Ding He Zhun Que De Ju Lei Jie Guo .
Suan Fa Te Dian
- Wu Xu Yu Xian Zhi Ding Ju Lei Shu Liang (Zi Dong Que Ding Zui You Ju Lei Shu )
- Jie He Liao MeanShiftDe Zi Gua Ying Xing He K-MeansDe Xiao Lu
- Zhi Chi Duo Chong Shu Ju Yu Chu Li He Jiang Wei Fang Fa
- Ti Gong Ke Shi Hua Zhi Chi
Shi Xian Liu Cheng
-
Shu Ju Yu Chu Li
- Que Shi Zhi Chu Li
- Shu Ju Biao Zhun Hua (Zhi Chi MinMaxHe Z-score)
- Jiang Wei Chu Li (Zhi Chi PCADeng Duo Chong Fang Fa )
-
Ju Lei Guo Cheng
- MeanShiftChu Bu Ju Lei Huo Qu Zhong Xin Dian
- Shi Yong Lun Kuo Xi Shu Que Ding Zui You Ju Lei Shu
- K-MeansJing Xi Ju Lei
Zhu Yao Gong Neng
mean_shift(): Chun MeanShiftJu Leikmeans(): Chuan Tong K-MeansJu Leicombined(): MeanShift-KMeansZu He Ju Lei- Zhi Chi Zi Dong Jiang Wei He Shu Ju Yu Chu Li
- Ti Gong Ju Lei Jie Guo Ke Shi Hua
Huan Jing Yao Qiu
- Python 3.6+
- He Xin Yi Lai :
pandas>=0.20.0
numpy>=1.13.3
scikit-learn>=0.19.1
seaborn>=0.8.1
matplotlib
Shi Yong Shi Li
from msk import MSK
# Chuang Jian Ju Lei Qi Shi Li
clusterer = MSK(
data=your_data,
Standardized_method=['minmax', 0, 1],
reduced_method='PCA'
)
# Zhi Xing Zu He Ju Lei
output, clusters = clusterer.combined(cluster_num=3, isPlot=True)
# Chuang Jian Ju Lei Qi Shi Li
clusterer = MSK(
data=your_data,
Standardized_method=['minmax', 0, 1],
reduced_method='PCA'
)
# Zhi Xing Zu He Ju Lei
output, clusters = clusterer.combined(cluster_num=3, isPlot=True)
Ke Shi Hua Xiao Guo
MeanShiftJu Lei Jie Guo
K-MeansJu Lei Jie Guo
Zu He Ju Lei Jie Guo
You Shi Te Dian
-
Zi Gua Ying Xing Qiang
- Zi Dong Que Ding Ju Lei Shu Liang
- Gua Ying Bu Gui Ze Xing Zhuang De Shu Ju Fen Bu
-
Wen Ding Xing Hao
- Bi Mian K-MeansSui Ji Chu Shi Hua De Bu Wen Ding Xing
- Jiang Di Ju Bu Zui You De Feng Xian
-
Ling Huo Xing Gao
- Zhi Chi Duo Chong Yu Chu Li Fang Fa
- Ke Zi Ding Yi Jiang Wei Ce Lue
Zhu Yi Shi Xiang
- Da Gui Mo Shu Ju Ji Ke Neng Xu Yao Diao Zheng bandwidthCan Shu
- Jiang Wei Can Shu Xu Yao Gen Ju Ju Ti Shu Ju Te Dian Xuan Ze
- Ke Shi Hua Jin Zhi Chi 1-2Wei Shu Ju Zhan Shi
License
MIT License