How to generate synthetic data using sample data using anylogoc?

@anylogic-simulation

2 жыл бұрын

Hi Bhagwan! Any simulation model generates the synthetic data. As for the demonstration of Synthetic Data Generation with AnyLogic please see Simulation and AI workshop blog post - www.anylogic.com/blog/simulation-and-artificial-intelligence-workshop/ and the associated webinar - kzread.info/dash/bejne/aKOjyM1wndzXlMo.html

@gauravchavan7406

2 жыл бұрын

@@anylogic-simulation not understanding clearly how we can generate synthetic data. Is there any end to end casestudy wherein csv file is imported and synthetic data is generated ?

@anylogic-simulation

2 жыл бұрын

@@gauravchavan7406 Hi! They synthetic data is what is produced when a simulation is run on a model. It can be captured and used if necessary. In this case, the company produces forecasts and exports the data for further analysis - www.anylogic.com/maximizing-push-boat-fleet-s-net-voyage-revenue/

Hi Team, Can you share a use case from end to end showcasing synthetic data generation process. From webinar link and references in website, its not clear as to how we can generate a population from sample csv data Example retailer transaction data

@anylogic-simulation

2 жыл бұрын

Hi! Since CSV files are compatible with Excel, the simplest way is to save a CSV file into some Excel format (e.g., ".xlsx") and then import it in the model with connectivity tool (anylogic.help/anylogic/connectivity/import.html#importing-database-tables). Alternatively, you may use text connectivity tool and read CSV file line by line. Take a look at the "Reading Agent Parameters from a CSV file" example model (AnyLogic | Help | Example models). It's possible to fill in a built-in database table by the received data from CSV file with SQL Insert query (anylogic.help/anylogic/connectivity/querying.html#insert). Afterward, you can use the data from the DB table in modeling (e.g., for creation of agent population anylogic.help/anylogic/agentbased/agent-db.html#creating-a-new-agent-population-based-on-db-data). Any data generated during a model run can be considered synthetic data as it has not been taken from the real world.