+ Site Statistics
References:
54,258,434
Abstracts:
29,560,870
PMIDs:
28,072,757
+ Search Articles
+ Subscribe to Site Feeds
Most Shared
PDF Full Text
+ PDF Full Text
Request PDF Full Text
+ Follow Us
Follow on Facebook
Follow on Twitter
Follow on LinkedIn
+ Translate
+ Recently Requested

Face membership authentication using SVM classification tree generated by membership-based LLE data partition



Face membership authentication using SVM classification tree generated by membership-based LLE data partition



IEEE Transactions on Neural Networks 16(2): 436-446



This paper presents a new membership authentication method by face classification using a support vector machine (SVM) classification tree, in which the size of membership group and the members in the membership group can be changed dynamically. Unlike our previous SVM ensemble-based method, which performed only one face classification in the whole feature space, the proposed method employed a divide and conquer strategy that first performs a recursive data partition by membership-based locally linear embedding (LLE) data clustering, then does the SVM classification in each partitioned feature subset. Our experimental results show that the proposed SVM tree not only keeps the good properties that the SVM ensemble method has, such as a good authentication accuracy and the robustness to the change of members, but also has a considerable improvement on the stability under the change of membership group size.

(PDF emailed within 0-6 h: $19.90)

Accession: 049055939

Download citation: RISBibTeXText

PMID: 15787150

DOI: 10.1109/TNN.2004.841776


Related references

Associations of diet quality with dairy group membership, membership duration and non-membership for Kenyan farm women and children: a comparative study. Public Health Nutrition 17(2): 307-316, 2014

Income data from the 1978 AIHA membership survey. Membership Committee, American Industrial Hygiene Association. American Industrial Hygiene Association Journal 40(3): A24-A34, 1979

Face Feature Weighted Fusion Based on Fuzzy Membership Degree for Video Face Recognition. IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics 42(4): 1270-1282, 2012

Multiscale classification of remotely sensed data by the maximization of fuzzy membership grades. Remote Sensing Reviews 13(3-4): 187-205, 1996

AMS MEMBERSHIP SURVEY RESULTS: Profile of AMS Membership Residing Outside the United States of America. Bulletin of the American Meteorological Society 89(6): 900-904, 2008

Drive for membership. Lagging membership tops busy agenda at AMA's annual meeting. Modern Healthcare 33(25): 24-24, 2003

Factors impacting membership and non-membership in nursing associations: a qualitative study. Nursing & Health Sciences 15(3): 265-272, 2014

Cooperatives and Membership Commitment: Endogenous Membership in Mixed Duopsonies. American Journal of Agricultural Economics 83(5): 1266-1272, 2001

A CMAC-based scheme for determining membership with classification of text strings. Neural Computing & Applications 27(): 1959-1967, 2016

Effective methods for increasing membership and membership participation. Proceedings. State Secretaries Management Conference: 64-72, 1967

Membership has its Privileges The Effect of Membership in International Organizations on FDI. World Development 66: 346-358, 2015

The effect of length of membership upon the utilization of ambulatory care services. A comparison of disadvantaged and general membership populations in a prepaid group practice. Medical Care 17(9): 922-936, 1979

Multi-spectral image analysis and classification of melanoma using fuzzy membership based partitions. Computerized Medical Imaging and Graphics 29(4): 287-296, 2005

APNA Membership: Maximizing the Benefit of Membership!. Journal of the American Psychiatric Nurses Association 18(5): 307-308, 2012

A likelihood ratio test for species membership based on DNA sequence data. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences 360(1462): 1969-1974, 2005