1. Reconsider Clustering -- Let Data Speak Jundi Ding 2015.6.10

2. Motivation:

3. Outline:  What (How) is Big Data  Existing Clustering  Reconsider – Must! No Volume 、 Velocity Variety 、 Value

4. Part I. What (How) is Big Data?

6. Veracity (Value) Part I. What (How) is Big Data?

8. Variety

9. Complex Data…... Part I. What (How) is Big Data? Reason: Still Low-Level a…!

10. Part II. Existing Clustering… k-Means 、 Fuzzy c-Means…….FCM_ 拉格朗 日方法.pptFCM_ 拉格朗 日方法.ppt Challenges… Only Well-Separated Data (Simple) Challenges… Only Well-Separated Data (Simple) Challenges… Only Well-Separated Data (Simple) Challenges…

11. Part II. Existing Clustering… http://blog.csdn.net/zouxy09/article/details/8775360

12. Part II. Existing Clustering… Problems ：  Clustering Rules?  Feature Representation?  Which one?  How to Solve?

13. Part II. Existing Clustering… http://blog.csdn.net/hulksdnu/article/details/8301112 Clustering Rules: cluster from real data Exemplar s

14. Part II. Existing Clustering… Clustering Rules: cluster from real data ？ Center Free

15. Part II. Existing Clustering… http://blog.csdn.net/jdplus/article/details/40351541 Feature Representations: density….

16. Part II. Existing Clustering… Small data 、 uniformly distributed … Feature Representations: density…. ？

17. Part II. Existing Clustering… Feature Representations: density…. ？ Sup-space Neighborhood…,

18. Part II. Existing Clustering… Which One ？ How to Solve?

19. Part III. Reconsider… Human Brain Principle

20. Part III. Reconsider…… Human Brain ： Selective Principle! http://blog.csdn.net/zouxy09/article/details/8775360

21. Selective Principle (Artificial Intelligence) ：  Visual Salience…(Computer Vision)  Deep Learning…(Machine Learning)  Recognition 、 Classification (Pattern Recognition…various tasks!) Part III. Reconsider……

22. Visual Salience Part III. Reconsider…… http://www.scholarpedia.org/article/Visual_salience

23. Visual Salience ： Part III. Reconsider……

24. Deep Learning: http://blog.csdn.net/zouxy09/article/details/8775360 Part III. Reconsider……

25. Visual Salience ~ Deep Learning Part III. Reconsider……

26. ??? Only some not “mature” thinking…. Welcome discussion later… Thanks a lot ! Part III. Reconsider……