<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>As consumption upgrades, China’s cultural and creative industry is experiencing rapid growth. However, user empathy remains lacking in some products. This paper explores a design method for these products based on empathy theory. It employs the TF-IDF algorithm to extract semantic features from product texts and uses the SVM algorithm for classification. Post-classification, the LDA theme model analyzes sentiment, integrating both visual and semantic models to enhance product design. An analysis of cultural and creative products using data analysis software reveals that approximately 79.5% of user comments exhibit positive sentiment, with an average sentiment score of 2.9218 and a peak score of 39.1363. This suggests strong positive emotional responses from nearly 80% of users. The proposed method effectively enhances user-product interaction and empathy.</p>
</abstract>

As consumption upgrades, China’s cultural and creative industry is experiencing rapid growth. However, user empathy remains lacking in some products. This paper explores a design method for these products based on empathy theory. It employs the TF-IDF algorithm to extract semantic features from product texts and uses the SVM algorithm for classification. Post-classification, the LDA theme model analyzes sentiment, integrating both visual and semantic models to enhance product design. An analysis of cultural and creative products using data analysis software reveals that approximately 79.5% of user comments exhibit positive sentiment, with an average sentiment score of 2.9218 and a peak score of 39.1363. This suggests strong positive emotional responses from nearly 80% of users. The proposed method effectively enhances user-product interaction and empathy.

Cultural Creative Product Design Methods under the Path of User Empathy

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

{"article-title":"Cultural Creative Product Design Methods under the Path of User Empathy"}

As consumption upgrades, China’s cultural and creative industry is experiencing rapid growth. However, user empathy remains lacking in some products. This...

Cultural Creative Product Design Methods under the Path of User Empathy

Data publikacji: 15 maj 2024

Zakres stron: -

Otrzymano: 02 lut 2024

Przyjęty: 08 kwi 2024

DOI: https://doi.org/10.2478/amns-2024-1099

Słowa kluczowe
LDA topic model, SVM algorithm, TF-IDF algorithm, Cultural and creative products

© 2024 Yifan Kong et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Cultural Creative Product Design Methods under the Path of User Empathy

Data publikacji: 15 maj 2024

Zakres stron: -

Otrzymano: 02 lut 2024

Przyjęty: 08 kwi 2024

DOI: https://doi.org/10.2478/amns-2024-1099

Słowa kluczoweLDA topic model, SVM algorithm, TF-IDF algorithm, Cultural and creative products

© 2024 Yifan Kong et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Słowa kluczowe
LDA topic model, SVM algorithm, TF-IDF algorithm, Cultural and creative products