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finding the simplest similarity(distance) measure for a problem of community detection in geo-social network

I need to do a data mining study on social networks for marketing purposes. My goal is a community detection in geo-social network. I tried to define the problem as following:

Given A geo-social network graph G (V, E) is an un-directed graph with vertex set V and edge set E, where vertices represent users and edges denote their relationships. Furthermore, each vertex v ∈ V has a number i of spatial visited locations li ([login to view URL], [login to view URL]) in the two-dimensional space. In addition, information about each visited location li includes a date di of visiting, and a location category ci belong to a predefined set of categories that shows the interests of place or activities (i.e., gyms, malls, libraries, cafes...)

So, in addition to the network structure G (V, E), we have for each node a set {(li , di, ci)} that contain geographic, temporal, and interests information.

We can of course have additional information by:

• Count the number of visits to each specific location (e.g., #visits to specific coffee shop)

• Count the number of visits to each specific category. (e.g., #visits to all coffee shops).

Goal:

Then, we need to define a similarity (distance) measure allowing us to discover communities such that users in one community are similar in terms of:

• Structural connection

• Spatial regions: visiting locations close to each other

• Interests: visiting similar place categories (e.g., libraries, gyms…)

• What about the temporal data (date)? involved or removed?

Notes: there is no collected data yet. So no need to implement or run anything. just suggest a suitable measure for such a problem. the deliverable should be a document of 1-2 pages contain a clear suggestion that relies on proved foundations as possible, and a list of any support references.

Please contact me if you think you have an idea for the above description.

Навыки: Интеллектуальный анализ данных, Маркетинг в соцсетях

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( 10 отзыв(-а, -ов) ) Riyadh, Saudi Arabia

ID проекта: #24659847

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BHARATBEURA

HI, MYSELF BHARAT. I’M A WEB SCRAPPING EXPERT. I AM BASICALLY INTO WEBSITE SCRAPING, EMAIL FINDING, PRODUCT RESEARCH, FINDING CONTACT DETAILS OF THE HEAD OF THE COMPANY/ORGANISATION OR ANYTHING RELATED TO GOOGLE SEARCH Больше

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Mahafujmolla

Hello sir, I read through the job details extremely carefully and I am absolutely sure that I can do the project very well and I think all your requirement meets with my skill and expertise level with skills I have a Больше

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