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Table 15 LDA Plankton images

From: Deriving image features for autonomous classification from time-series recurrence plots

Analyses

Hyper-plane side

LD1

LD2

LD3

LD4

STANDARD

-

- Eccentricity

- Homogeneity

- Homogeneity

- HU1

- Homogeneity

+

- HU1

- HU1

- Compact

- Compact

- HU1

RQA

-

- Laminarity

- Entropy Diagonal length

- Clustering coefficient

- Laminarity

- Transitivity

- Transitivity

- Laminarity

+

- Determinism

- Clustering coefficient

- Determinism

- Determinism

- Laminarity

- Transitivity

- Recurrence rate

- Recurrence period density

- Determinism

- Recurrence rate

STANDARD & RQA

-

- Determinism

- Determinism

- Transitivity

- Clustering coefficient

- Homogeneity

- HU1

- Laminarity

- Laminarity

+

- HU1

- Homogeneity

- HU1

- Determinism

- Transitivity

- Compact

- Laminarity

STANDARD & RQA & ESQ

-

- Determinism

- Determinism

- - HU1

- Determinism

- Homogeneity

- HU1

- Homogeneity

- HU1

- Compact

+

- HU1

- Transitivity

- Laminarity

- Clustering coefficient

- Laminarity

- Laminarity

- Laminarity

- Homogeneity

  1. Importance of features included in LDA. Features were considered to be important when their loading reached at least 10 % of the maximum loading on the respective side of the hyperplane, defined by the respective root