Description Usage Arguments Details Value Author(s) References See Also Examples

Step patterns to compute the Minimum Variance Matching (MVM) correspondence between time series

1 | ```
mvmStepPattern(elasticity=20);
``` |

`elasticity` |
integer: maximum consecutive reference elements skippable |

The Minimum Variance Matching algorithm [1] finds the non-contiguous parts of reference which best match the query, allowing for arbitrarily long "stretches" of reference to be excluded from the match. All elements of the query have to be matched. First and last elements of the query are anchored at the boundaries of the reference.

The `mvmStepPattern`

function creates a `stepPattern`

object
which implements this behavior, to be used with the usual
`dtw`

call (see example). MVM is computed as a special
case of DTW, with a very large, asymmetric-like step pattern.

The `elasticity`

argument limits the maximum run length of
reference which can be skipped at once. If no limit is desired, set
`elasticity`

to an integer at least as large as the reference
(computation time grows linearly).

A step pattern object.

Toni Giorgino

[1] Latecki, L. J.; Megalooikonomou, V.; Wang, Q. & Yu, D. *An elastic
partial shape matching technique* Pattern Recognition, 2007, 40,
3069-3080

[2] Toni Giorgino. *Computing and Visualizing Dynamic Time Warping
Alignments in R: The dtw Package.* Journal of Statistical
Software, 31(7), 1-24. http://www.jstatsoft.org/v31/i07/

Other objects in `stepPattern`

.

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 | ```
## The hand-checkable example given in ref. [1] above
diffmx <- matrix( byrow=TRUE, nrow=5, c(
0, 1, 8, 2, 2, 4, 8,
1, 0, 7, 1, 1, 3, 7,
-7, -6, 1, -5, -5, -3, 1,
-5, -4, 3, -3, -3, -1, 3,
-7, -6, 1, -5, -5, -3, 1 ) ) ;
## Cost matrix
costmx <- diffmx^2;
## Compute the alignment
al <- dtw(costmx,step.pattern=mvmStepPattern(10))
## Elements 4,5 are skipped
print(al$index2)
plot(al,main="Minimum Variance Matching alignment")
``` |

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