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Bio-medical Ontologies Maintenance and Change Management

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Mining Clinical, Immunological, <strong>and</strong> Genetic Data 227<br />

represents a sequence of pages that starts from the root, then after 2 seconds<br />

continues with page ’papers.html’ <strong>and</strong> finally, after 90 seconds ends with page<br />

’kdd.html’. Notice that in this case all itemsets of the sequence are singletons.<br />

Similarly to traditional sequence pattern mining, it is possible to define a<br />

containment relation between annotated sequences:<br />

Definition 5 (τ-containment (�τ)). Given a n-TAS T1 =(s1, α1) <strong>and</strong> a<br />

m-TAS T2 =(s2, α2) with n ≤ m, <strong>and</strong> a time threshold τ, we say that T1 is<br />

τ-contained in T2, denoted as T1 �τ T2, if <strong>and</strong> only if there exists a sequence<br />

of integers 0 ≤ i0 < ... < in ≤ m such that:<br />

1. ∀0≤k≤n. s1,k ⊆ s2,ik<br />

2. ∀1≤k≤n. | α1,k − α∗,k |≤τ<br />

where ∀1≤k≤n. α∗,k = �<br />

ik−1

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