EAN: 9783031336928

SPRINGERBRIEFS IN COMPUTER SCIENCE CHRONICLES...

This book is intended as an introduction to a versatile model for temporal data. It exhibits an
original lattice structure on the space of chronicles and proposes new counting approach for
multiple occurrences of chronicle occurrences. This book also proposes a new approach for
frequent temporal pattern mining using pattern structures. This book was initiated by the work
of Ch. Dousson in the 1990's. At that time  the prominent format was Temporal Constraint
Networks for which the article by Richter  Meiri and Pearl is seminal. Chronicles do not
conflict with temporal constraint networks  they are closely related. Not only do they share a
similar graphical representation  they also have in common a notion of constraints in the timed
succession of events. However  chronicles are definitely oriented towards fairly specific tasks
in handling temporal data  by making explicit certain aspects of temporal data such as
repetitions of an event. The notion of chronicle has been applied both for situation
recognition and temporal sequence abstraction. The first challenge benefits from the simple but
expressive formalism to specify temporal behavior to match in a temporal sequence. The second
challenge aims to abstract a collection of sequences by chronicles with the objective to
extract characteristic behaviors. This book targets researchers and students in computer
science (from logic to data science). Engineers who would like to develop algorithms based on
temporal models will also find this book useful.

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