An evolutionary prediction model for enterprise basic research based on knowledge graph.

ABSTRACT: Currently, China's enterprise basic research faces problems due to a need for more systematic guidance and dispersed themes. The construction of an enterprise basic research knowledge graph is of great practical significance for tracking the frontier technology of enterprises and playing the leading role of enterprise innovation. By constructing enterprise basic research dataset and mining the intrinsic correlation between data, the paper proposes a multilayer CNN-BiLSTM-based enterprise basic research evolutionary prediction model, and inference complements the enterprise basic research knowledge graph. At the same time, the paper constructs a probabilistic computational model of enterprise basic research with multi-attention mechanism, and computationally obtains the future hotspots of e

SUBMITTER: Haican D 

PROVIDER: S-EPMC11830800 | biostudies-literature | 2025 Feb

REPOSITORIES: biostudies-literature