Title :
Web user identification with fuzzy fingerprints
Author :
Homem, Nuno ; Carvalho, Joao Paulo
Author_Institution :
Inst. Super. Tecnico, Tech. Univ. Lisbon, Lisbon, Portugal
Abstract :
Fingerprint identification is a well-known technique in forensic sciences. The basic idea of identifying a subject based on a set of features left by the subject actions or behavior can be applied to other domains. Identifying a web user based on a user fingerprint is one such application. This paper considers the problem of extracting fingerprints from web usage logs and matching them with those obtained from a set of known users. It presents an innovative fuzzy fingerprint algorithm based on vector valued fuzzy sets. Used sites are used as base features to create the fingerprint. The assumption is that sites accessed by each user remain approximately stable and are distinctive. The paper presents the proposed algorithm and shows some experimental results that validate the approach. The use of fast and compact algorithms is critical due to the possible huge number of users, and allows this method to be used on near real time.
Keywords :
Internet; feature extraction; fingerprint identification; forensic science; fuzzy set theory; image matching; Web usage log; Web user identification; fingerprint extraction; forensic science; fuzzy fingerprint identification; fuzzy set; Algorithm design and analysis; Approximation algorithms; Feature extraction; Fingerprint recognition; Monitoring; Radiation detectors; Training; approximate algorithms; data streams; frequent elements; fuzzy fingerprints; similarity; vector valued fuzzy sets;
Conference_Titel :
Fuzzy Systems (FUZZ), 2011 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7315-1
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2011.6007446