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30 changes: 15 additions & 15 deletions src/esn/esn_inits.jl
Original file line number Diff line number Diff line change
Expand Up @@ -1066,7 +1066,7 @@ Create and return a delay line reservoir matrix [Rodan2011](@cite).

- `weight`: Determines the value of all connections in the reservoir.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the sub-diagonal
array please make sure that the length of the array matches the length of the sub-diagonal
you want to populate.
Default is 0.1.
- `shift`: delay line shift. Default is 1.
Expand Down Expand Up @@ -1139,14 +1139,14 @@ Creates a matrix with backward connections as described in [Rodan2011](@cite).
- `weight`: The weight determines the absolute value of
forward connections in the reservoir.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the sub-diagonal
array please make sure that the length of the array matches the length of the sub-diagonal
you want to populate.
Default is 0.1

- `fb_weight`: Determines the absolute value of backward connections
in the reservoir.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the sub-diagonal
array please make sure that the length of the array matches the length of the sub-diagonal
you want to populate.
Default is 0.1.
- `fb_shift`: How far the backward connection will be from the diagonal.
Expand Down Expand Up @@ -1225,13 +1225,13 @@ Create a cycle jumps reservoir [Rodan2012](@cite).

- `cycle_weight`: The weight of cycle connections.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the cycle
array please make sure that the length of the array matches the length of the cycle
you want to populate.
Default is 0.1.

- `jump_weight`: The weight of jump connections.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the jumps
array please make sure that the length of the array matches the length of the jumps
you want to populate.
Default is 0.1.
- `jump_size`: The number of steps between jump connections.
Expand Down Expand Up @@ -1310,7 +1310,7 @@ Create a simple cycle reservoir [Rodan2011](@cite).

- `weight`: Weight of the connections in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the cycle
array please make sure that the length of the array matches the length of the cycle
you want to populate.
Default is 0.1.
- `return_sparse`: flag for returning a `sparse` matrix.
Expand Down Expand Up @@ -1518,12 +1518,12 @@ W_{i,j} =

- `cycle_weight`: Weight of the cycle connections in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the cycle
array please make sure that the length of the array matches the length of the cycle
you want to populate.
Default is 0.1.
- `selfloop_weight`: Weight of the self loops in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the diagonal
array please make sure that the length of the array matches the length of the diagonal
you want to populate.
Default is 0.1.
- `return_sparse`: flag for returning a `sparse` matrix.
Expand Down Expand Up @@ -1610,7 +1610,7 @@ W_{i,j} =

- `cycle_weight`: Weight of the cycle connections in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the cycle
array please make sure that the length of the array matches the length of the cycle
you want to populate.
Default is 0.1.
- `selfloop_weight`: Weight of the self loops in the reservoir matrix.
Expand Down Expand Up @@ -1693,17 +1693,17 @@ W_{i,j} =

- `weight`: Weight of the cycle connections in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the cycle
array please make sure that the length of the array matches the length of the cycle
you want to populate.
Default is 0.1.
- `selfloop_weight`: Weight of the self loops in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the diagonal
array please make sure that the length of the array matches the length of the diagonal
you want to populate.
Default is 0.1.
- `fb_weight`: Weight of the feedback in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the diagonal
array please make sure that the length of the array matches the length of the diagonal
you want to populate.
Default is 0.1.
- `fb_shift`: How far the backward connection will be from the diagonal.
Expand Down Expand Up @@ -1798,12 +1798,12 @@ W_{i,j} =

- `weight`: Weight of the cycle connections in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the cycle
array please make sure that the length of the array matches the length of the cycle
you want to populate.
Default is 0.1.
- `selfloop_weight`: Weight of the self loops in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the diagonal
array please make sure that the length of the array matches the length of the diagonal
you want to populate.
Default is 0.1.
- `return_sparse`: flag for returning a `sparse` matrix.
Expand Down Expand Up @@ -1889,7 +1889,7 @@ W_{i,j} =

- `weight`: Weight of the cycle connections in the reservoir matrix.
This can be provided as a single value or an array. In case it is provided as an
array please make sure that the lenght of the array matches the lenght of the sub-diagonal
array please make sure that the length of the array matches the length of the sub-diagonal
you want to populate.
Default is 0.1.
- `return_sparse`: flag for returning a `sparse` matrix.
Expand Down
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