Table 7 RMSE test for artificial neural network models.

From: Research on driving factors of consumer purchase intention of artificial intelligence creative products based on user behavior

Neural network

Moder A

Moder B

Moder C

Moder D

Input: PV,PP,FC,SI,HM,CE,GQ

Input: PV,PP,FC,SI,HM,CE,GQ

Input: PBC,SN

Input: PBC,AT,SN

Output: PBC

Output: SN

Output: AT

Output: PI

Training

Testing

Training

Testing

Training

Testing

Training

Testing

ANN1

0.293

0.349

0.292

0.283

0.373

0.326

0.288

0.258

ANN2

0.275

0.380

0.323

0.320

0.345

0.420

0.258

0.225

ANN3

0.311

0.258

0.342

0.374

0.343

0.466

0.220

0.148

ANN4

0.298

0.288

0.309

0.183

0.367

0.269

0.276

0.397

ANN5

0.290

0.230

0.282

0.167

0.366

0.237

0.314

0.277

ANN6

0.289

0.296

0.290

0.262

0.351

0.460

0.258

0.314

ANN7

0.277

0.309

0.276

0.289

0.363

0.397

0.321

0.222

ANN8

0.327

0.243

0.296

0.189

0.388

0.219

0.316

0.301

ANN9

0.330

0.280

0.289

0.269

0.366

0.212

0.330

0.249

ANN10

0.286

0.236

0.276

0.265

0.377

0.528

0.289

0.426

Mean

0.298

0.287

0.298

0.260

0.364

0.353

0.287

0.282

SD

0.135

0.216

0.142

0.248

0.116

0.331

0.182

0.280

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