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Agricultural Product Recommendation Model based on BMF

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21 dic 2020
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Fig. 1

Collaborative deep learning model.
Collaborative deep learning model.

Fig. 2

Convolutional matrix factorisation model.
Convolutional matrix factorisation model.

Fig. 3

Crawler structure diagrams.
Crawler structure diagrams.

Fig. 4

User comment text processing.
User comment text processing.

Fig. 5

A recommendation model based on user comments and item descriptions.
A recommendation model based on user comments and item descriptions.

Data set composition

FieldsDescription
UserIDUser id
ItemIDCommodity id
RatingUser's rating of commodities
ReviewUser comment text
ItemTextItem content text
TimestapTime stamp

Experimental environment settings

EnvironmentDescription
Operating systemCentos7
Experimental languagePython 3.5.6
Deep Learning FrameworkTensorflow_gpu-1.3.0
GPUNVIDIA Tesla
CUDA8
cuDNN6

Experimental results

ModelMSE
PMF1.473
CDL1.324
ConvMF1.142
Our1.031
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro