Proposed future research agenda
| Research Direction | Methodological Expansion | Expected Insight |
|---|---|---|
| Global Benchmarking | Apply framework to USPTO/EPO/JPO data | Benchmark Korea’s position; identify global vs. local tech trends |
| Dynamic Network Analysis | Use time-windowed co-occurrence networks (e.g., Five-year slices) | Visualize the evolution of technology convergence and cluster formation |
| Hybrid Forecasting Models | Test Prophet, LSTM or ARIMA-ML hybrids on volatile keywords | Improve forecast accuracy for non-linear, potentially disruptive trends |
| Multi-Source Data Integration | Incorporate scientific papers, project funding data, and news analytics | Cross-validate patent trends and capture earlier-stage research signals |
| Research Direction | Methodological Expansion | Expected Insight |
|---|---|---|
| Global Benchmarking | Apply framework to USPTO/EPO/JPO data | Benchmark Korea’s position; identify global vs. local tech trends |
| Dynamic Network Analysis | Use time-windowed co-occurrence networks (e.g., Five-year slices) | Visualize the evolution of technology convergence and cluster formation |
| Hybrid Forecasting Models | Test Prophet, | Improve forecast accuracy for non-linear, potentially disruptive trends |
| Multi-Source Data Integration | Incorporate scientific papers, project funding data, and news analytics | Cross-validate patent trends and capture earlier-stage research signals |
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