Name
Title | ||
|---|---|---|
Towards causal models for building behavioral user profile in ubiquitous computing applications |
Abstract | ||
|---|---|---|
This paper presents a practical and novel model for behavioral user profile construction using causal relationships. Causal relationships are extracted from behavior sequences for building user profiles. Our model discovers significant patterns from behavior sequences, then it discovers patterns associations using normalized mutual information. Causal relationships between significant patterns are then identified using the transfer entropy approach. We empirically demonstrate that these causality-based profiles accurately describe users profiles and allow developing practical Ubicomp applications. |
Year | DOI | Venue |
|---|---|---|
2012 | 10.1145/2370216.2370323 | UbiComp |
Keywords | Field | DocType |
causality-based profile,practical ubicomp application,patterns association,ubiquitous computing application,behavior sequence,significant pattern,user profile,novel model,normalized mutual information,towards causal model,causal relationship,behavioral user profile construction,transfer entropy | Data mining,Causality,Transfer entropy,User profile,Computer science,Normalized mutual information,Human–computer interaction,Ubiquitous computing,Causal model | Conference |
Citations | PageRank | References |
0 | 0.34 | 2 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Belkacem Chikhaoui | 1 | 94 | 10.77 |
| Shengrui Wang | 2 | 847 | 65.89 |
| Hélène Pigot | 3 | 115 | 14.81 |