Table 4 BDS test results of TOP prices.

From: Exogenous variable driven deep learning models for improved price forecasting of TOP crops in India

Agricultural crops

Epsilon

Embedding dimensions

\(p\)- value

Remarks

2

3

Tomato

0.5 \(\sigma\)

255.43

1231.99

 < 0.0001

Nonlinear

1.0 \(\sigma\)

246.48

770.22

 < 0.0001

Nonlinear

1.5 \(\sigma\)

201.37

434.72

 < 0.0001

Nonlinear

2.0 \(\sigma\)

183.85

316.41

 < 0.0001

Nonlinear

Onion

0.5 \(\sigma\)

669.68

14,864.82

 < 0.0001

Nonlinear

1.0 \(\sigma\)

502.92

6243.37

 < 0.0001

Nonlinear

1.5 \(\sigma\)

498.94

5046.26

 < 0.0001

Nonlinear

2.0 \(\sigma\)

489.57

4206.83

 < 0.0001

Nonlinear

Potato

0.5 \(\sigma\)

292.12

1917.97

 < 0.0001

Nonlinear

1.0 \(\sigma\)

222.40

646.61

 < 0.0001

Nonlinear

1.5 \(\sigma\)

219.62

558.85

 < 0.0001

Nonlinear

2.0 \(\sigma\)

217.94

548.99

 < 0.0001

Nonlinear