En cours

Matlab basic project

Opinion Dynamics Model

1 Motivation

Dynamics of decision making is commonly known to be much more than just the choice between right or

wrong or black and white, but can be seen much more to be based onto a continuous scale. For example

the political attitude of a person is usually somewhere in the middle between a left-wing and a right-wing

extremist. Reasons for that are quite obvious but yet the underlying dynamics are very interesting and

are going to be investigated with this model.

2 Model Definition

We consider a large number of N individuals (agents) and we let 1 denote a radical right-wing attitude

and −1 the opposing left-wing attitude. At the beginning of the model every individual is assumed to

have its own independent opinion respectively a random number between 0 and 1. We will furthermore

observe the behavior of the individual opinions after the human start to interact with respect to their

political attitude.

We assume that, whenever two people with attitude x1 and x2 meet, they either neglect each other as

their attitude is too different, or start discussing about politics adjusting their attitude towards their

discussion partner. Hence:

(x1, x2) →  (x1 + µ(x2 − ( xx 11 ), x , x2 2)+ , µ( |x x1 1 − −x x2 2|)) > τ , |x1 − x2| ≤ τ (1)

We hereby speak of a so called threshold τ > 0 and an adjustment parameter 0 < µ ≤ 0.5. The bigger τ,

the more likely two individuals adjust their opinions. In case µ = 0.5 two discussing people always find

a perfect consensus and always get out of a discussion with the same attitude.

The model is performed dynamically with equidistant time steps:

1. Pick two agents at random

2. Compare their opinions

3. If the difference is larger than the threshold skip and start with the next time-step

4. Otherwise adjust their opinions according to (1) and start the next time-step.

Of course the model dynamics is ends up with clustering-efects as more and more people adjust their

opinions towards each other. Dependent on the size of the adjustment parameter and the threshold either

one or even more clusters appear in the end. Those could be translated with political parties.

3 ToDo's

Task 1

Implement the basic model in MATLAB and perform some test-runs for about N = 1000

and 20000 timesteps.


Task 2

Perform a parameter-sweep to find out which parameterset (τ,µ) causes how many clusters and where

they are located.

Task 3a

Place the agents on a rectangular lattice and replace the first point in the time steps by:

"Pick two neighboured agents at random". Try out and compare the results of different types of neighbourhoods (Moore, Von Neumann, Moore 2nd order,...). Investigate the clustering efects not only in

terms of a timed graph but also in terms of a heat-map of the grid.

Task 3a

Apply a so called movement phase - i.e. agents can switch their positions at the end of each time-step in

order to get new neighbours.

Task 4a

Instead of investigating spatial relationships via a grid, place all N agents into an abstract environment

and implement a network structure between the agents. I.e. create a number of links (edges) between

the agents, so that any two agents (vertices of the network) connected with a network edge means, that

they are having social interaction with each other (may talk to each other). As it is not trivial, how to

draw the edges in order to receive a realistic social network, leave it unmentioned.

Run the model with the developed static network, so that a picked agent may talk to a randomly picked

connected agent.

Task 4b

Think about updating the network in time, as social interactions are in general not static.

Programming Language

MATLAB (Cellular automata result)

Compétences : Architecture Logicielle

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( 1 commentaire ) Pristina, Albania

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