Table 1 Major studies on patent recommendations.
From: Interpretable patent recommendation with knowledge graph and deep learning
Studies | Contexts | Involved information | Applied techniques | Interpretability | |||||
|---|---|---|---|---|---|---|---|---|---|
Texts | Categories | Citations | Inventors | Interactions | Quality | ||||
Chen and Chiu 25 | C1 | √ | CB | ||||||
Ji et al.26 | C1 | √ | √ | √ | Hybrid | ||||
Sooyoung Oh et al.27 | C1 | √ | √ | √ | √ | Hybrid | |||
Trappey et al.28 | C1 | √ | CF | ||||||
Krestel and Smyth29 | C1 | √ | CB | ||||||
Oh et al.30 | C1 | √ | CF | ||||||
Mahdabi and Crestani31 | C1 | √ | √ | √ | √ | Hybrid | |||
Fu et al.23 | C1 | √ | √ | √ | √ | √ | Hybrid | ||
Deng et al.32 | C1 | √ | CB | ||||||
Rui and Min33 | C1 | √ | CB | ||||||
Chen et al.9 | C1 | √ | √ | CB | |||||
Trappey et al.12 | C1 | √ | CB | ||||||
Wang et al.8 | C2 | √ | √ | √ | √ | √ | Hybrid | ||
He et al.10 | C2 | √ | √ | Hybrid | |||||
Deng and Ma (2021) | C2 | √ | CB | ||||||
Du et al.22 | C2 | √ | √ | √ | √ | √ | Hybrid | ||
The proposed method | C2 | √ | √ | √ | √ | √ | √ | Hybrid | √ |