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

<p>This paper focuses on analyzing and studying digital capitalism using a textual analysis model in the context of Marxist political economy. The magnitude of the angle between text vectors can be used to measure the similarity between digital capitalism and political economy. An iterative computational approach is employed to address the issue of overfitting in text. Constructing a BERT model involves formulating a self-attentive mechanism and setting up an embedding layer. The direction of digital capitalism’s ideology in the political economy context is examined about its characteristics. The results show that digital labor is more secretive regarding office location than traditional labor, with a secrecy rate of 60%. Unpaidness, large quantity, and potential value dominate data characteristics, with 90% unpaid data.</p>
</abstract>

This paper focuses on analyzing and studying digital capitalism using a textual analysis model in the context of Marxist political economy. The magnitude of the angle between text vectors can be used to measure the similarity between digital capitalism and political economy. An iterative computational approach is employed to address the issue of overfitting in text. Constructing a BERT model involves formulating a self-attentive mechanism and setting up an embedding layer. The direction of digital capitalism’s ideology in the political economy context is examined about its characteristics. The results show that digital labor is more secretive regarding office location than traditional labor, with a secrecy rate of 60%. Unpaidness, large quantity, and potential value dominate data characteristics, with 90% unpaid data.

Ideological Analysis of Digital Capitalism in the Context of Marxist Political Economy Critique

Applied Mathematics and Nonlinear Sciences

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

This paper focuses on analyzing and studying digital capitalism using a textual analysis model in the context of Marxist political economy. The magnitude of...

Ideological Analysis of Digital Capitalism in the Context of Marxist Political Economy Critique

Data publikacji: 01 lis 2023

Zakres stron: -

Otrzymano: 10 lut 2023

Przyjęty: 12 maj 2023

DOI: https://doi.org/10.2478/amns.2023.2.00908

Słowa kluczowe
Textual analysis, Ideology, BERT model, Digital capitalism, Self-attention mechanism

© 2023 Meng Li et al., published by Sciendo

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

Ideological Analysis of Digital Capitalism in the Context of Marxist Political Economy Critique

Data publikacji: 01 lis 2023

Zakres stron: -

Otrzymano: 10 lut 2023

Przyjęty: 12 maj 2023

DOI: https://doi.org/10.2478/amns.2023.2.00908

Słowa kluczoweTextual analysis, Ideology, BERT model, Digital capitalism, Self-attention mechanism

© 2023 Meng Li et al., published by Sciendo

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

Słowa kluczowe
Textual analysis, Ideology, BERT model, Digital capitalism, Self-attention mechanism