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Showing posts from May 31, 2024

[Day 151] Reading more about taxi OD matrix prediction architectures + more Scottish dataset audio included

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 Hello :) Today is Day 151! A quick summary of today: my collaborator recorder more audio and the Scottish (Glaswegian) dataset is growing read more papers related to OD (origin-destination) matrix prediction for taxis Fristly, about the Glaswegian dataset The process of adding data to huggingface is faster now, so it is going great. We are up to ~18 mins. Secondly, about the papers from today First paper is GNN for Traffic Forecasting - A survey Problems Traffic flow Traffic flow is the number of vehicles that pass through a spatial unit, such as a road segment or traffic sensor point in a given time slot. Three types are considered: road-level, region-level and station-level. Traffic speed This is the average speed of vehicles passing through a spatial unit in a given time slot. Traffic speed problems are categorized into road-level and region-level issues, including travel time and congestion predictions. Traffic congestion prediction aids in optimizing road conditions and vehicle f