!!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! !!! ------------------------------------------------------------------------------- B O S T O N U N I V E R S I T Y Computer Science Department C O L L O Q U I U M Access Methods For Spatiotemporal Databases George Kollios Polytechnic University Wednesday, April 19 11:00 AM (Coffee served at 10:45AM) Seminar Room / MCS 135 Spatiotemporal databases manage spatial objects that change positions and/or extents over time. Examples include traffic surveillance data, climate and land cover data, demographic data and multimedia applications (animated movies). Since these databases are large in size, it is important to design efficient indexing schemes that can access and explore this data. The queries of interest are range queries of the form: "find the objects that were in area $S$ between time instants $t_i$ and $t_j$", as well as nearest neighbor queries like: "find the $q$ nearest objects to a given position between time instants $t_i$ and $t_j$". We first reduce the problem to a partial-persistence problem, that is, we use a 2-dimensional access method that is made partially persistent. We show that this approach leads to fast query time while still using space proportional to the total number of changes in the spatiotemporal evolution. What differentiates this problem from traditional temporal indexing approaches is that objects are allowed to move and/or change their extent continuously over time. We present novel methods to approximate such objects. We formulate the problem as an optimization problem for which we provide an optimal solution for the case where objects move linearly. An extensive experimental study demonstrates the advantages of our approach over other straightforward solutions. While the above discussion concentrates on historical queries (past states) of spatiotemporal data, of interest are also queries about the future behavior of such data (assuming that the movement/change functions are known). If time permits, we will present new results for such queries as well. Host: Azer Bestavros (best@cs.bu.edu) ------------------------------------------------------------------------------- For colloquium info, including directions, see http://cs-www.bu.edu/colloquium -------------------------------------------------------------------------------