Algorithms on strings, trees, and sequences: computer science and computational biology
Algorithms on strings, trees, and sequences: computer science and computational biology
Suffix arrays: a new method for on-line string searches
SODA '90 Proceedings of the first annual ACM-SIAM symposium on Discrete algorithms
Communications of the ACM
Locally adaptive dimensionality reduction for indexing large time series databases
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Fast Time Sequence Indexing for Arbitrary Lp Norms
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Indexing multi-dimensional time-series with support for multiple distance measures
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Towards parameter-free data mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Algorithms on Strings
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
OLAP on search logs: an infrastructure supporting data-driven applications in search engines
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
S-OLAP: an OLAP system for analyzing sequence data
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
I/O-efficient algorithms for answering pattern-based aggregate queries in a sequence OLAP system
Proceedings of the 20th ACM international conference on Information and knowledge management
Indexing of sequences of sets for efficient exact and similar subsequence matching
ISCIS'05 Proceedings of the 20th international conference on Computer and Information Sciences
AISS: an index for non-timestamped set subsequence queries
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
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Recent appearance of the a type of OLAP analysis, the sequential OLAP (or SOLAP) has caused the need for new index structures which support new types of analytical queries. An integral part of processing SOLAP queries is finding sequences which match a user-specified pattern. We call such queries subsequence pattern queries. The contribution of this paper is threefold: first, we propose logical and physical index structure which supports subsequence pattern queries, second, we extend this structure to support aggregation queries and third, we perform performance experiments which show that our solutions offer orders of magnitude improvement over previous state of the art solutions.