TIME-SERIES DATABASES Flashcards
1
Q
TIME SERIES DEFINITION
A
collection of observations or data points obtained by repeated measure over time
measurements often happen in equal intervals
measurement is well defined (who measures what)
time is an illusion, any sequence can be seen as a time series
2
Q
USE CASES
A
Computer system monitoring Finance IOT Industry Agriculture ...
3
Q
DEFINITION OF TIME SERIES DATA
A
sequence of numbers representing the measurements of a variable at time intervals
- identifiable by a source name or id and a metric name or id
- possibly associated with tags
- raw data is immutable, unique and sortable
4
Q
CONVENTIONNAL DATABASE APPROACH
A
series_id + timestamp + value
5
Q
CONVENTIONAL DATABASES ISSUES
A
- scalability issues (# of sensors? frequency?)
- query/analysis/transformation (expressivity issues, perf)