Efficiency and Stability of Evolving Innovation Networks
Description
We present a model of network evolution in which the formation/deletion of links is coupled with the dynamics of the state variable of the nodes of the network. The model is originally intended to describe an economic network of agents engaged in knowledge production through knowledge exchange, although the framework can be generalized to other evolving networks. With respect to previous works, we improve by investigating how rich structures can emerge or collapse, depending on the individual rule of link formation/deletion used by selfish and boundedly rational agents. We characterize the emerging network topologies in terms of their efficiency and stability. The model reproduces qualitatively the main stylized facts of innovation networks, namely that they are sparse, locally dense and heterogeneous in degree.
| Slides | |
| 0:00 | Efficiency and Stability of Evolving Innovation Networks |
| 0:24 | Economic Networks - part 1 |
| 0:36 | Economic Networks - part 2 |
| 3:45 | Economic Networks - part 3 |
| 5:32 | Economic Networks - part 4 |
| 5:52 | Economic Networks - part 5 |
| 6:24 | Economic Networks - part 6 |
| 8:24 | Modeling: Innovation Networks |
| 8:52 | Firm-based Network Evolution |
| 10:54 | Model Outline: Node Dynamics |
| 13:57 | Model Outline: Network Dynamics |
| 15:37 | Baseline case: linear benefit and null costs - part 1 |
| 17:05 | Baseline case: linear benefit and null costs - part 2 |
| 17:50 | Knowledge Growth with Linear Costs |
| 20:35 | Results for static networks |
| 21:05 | Knowledge Growth with Linear Costs |
| 21:30 | Results for static networks |
| 24:04 | Network Dynamics |
| 26:29 | Simulations: Average Asymptotic Net Returns |
| 28:22 | Simulations: Growing Networks |
| 30:12 | Further results |
| 30:46 | Knowledge Growth with Quadratic Costs |
| 32:20 | Case 1: indirect Reciprocity, linear benefit, squared costs |
| 33:44 | Case 2: direct reciprocity, linear benefit, squared costs |
| 34:20 | Case 3: ind. reciprocity, weighted linear benefit, squared costs |
| 35:48 | Conclusions |
| 37:14 | Open Positions for PostDocs and PhD Students |
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