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Physical Sciences and Mathematics Commons

Open Access. Powered by Scholars. Published by Universities.®

University of North Florida

Theses/Dissertations

2015

Thesis; University of North Florida; UNF; Dissertations; Academic -- UNF -- Master of Science in Computer and Information Sciences; Dissertations; Academic -- UNF -- Computing; Time Series; HBase; Databases; NoSQL; Indexing; R-tree

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Full-Text Articles in Physical Sciences and Mathematics

Time Series Similarity Search In Distributed Key-Value Data Stores Using R-Trees, Aleksey Charapko Jan 2015

Time Series Similarity Search In Distributed Key-Value Data Stores Using R-Trees, Aleksey Charapko

UNF Graduate Theses and Dissertations

Time series data are sequences of data points collected at certain time intervals. The advance in mobile and sensor technologies has led to rapid growth in the available amount of time series data. The ability to search large time series data sets can be extremely useful in many applications. In healthcare, a system monitoring vital signals can perform a search against the past data and identify possible health threatening conditions. In engineering, a system can analyze performances of complicated equipment and identify possible failure situations or needs of maintenance based on historical data.

Existing search methods for time series data …