This is my next forecast for Google search interest in Michigan for 10 forms of Outdoor Recreation. These are 14 day forecasts based on a Long Short Term Memory (LSTM) neural network including variables for weather, recent search interest, time of year, day of week, and holidays. The main project page is pasted at the… Read more

This is my next forecast for Google search interest in Michigan for 10 forms of Outdoor Recreation. These are 14 day forecasts based on a Long Short Term Memory (LSTM) neural network including variables for weather, recent search interest, time of year, day of week, and holidays. The main project page is pasted at the… Read more

This is my next forecast for Google search interest in Michigan for 10 forms of Outdoor Recreation. These are 14 day forecasts based on a Long Short Term Memory (LSTM) neural network including variables for weather, recent search interest, time of year, day of week, and holidays. The main project page is pasted at the… Read more

This is my next forecast for Google search interest in Michigan for 10 forms of Outdoor Recreation. These are 14 day forecasts based on a Long Short Term Memory (LSTM) neural network including variables for weather, recent search interest, time of year, day of week, and holidays. The main project page is pasted at the… Read more

This is my first forecast for Google search interest in Michigan for 10 forms of Outdoor Recreation. These are 14 day forecasts based on a Long Short Term Memory (LSTM) neural network including variables for weather, recent search interest, time of year, day of week, and holidays. The main project page is pasted at the… Read more

This is an update for my project where I forecast Google search interest for 10 forms of outdoor recreation in Michigan. The page for this project is pasted below. I also made some updates to the hyperparameters and settings of the Long Short Term Memory (LSTM) models. This was to modify the keras syntax to… Read more

This is a summary of my project analyzing Google search interest for 10 forms of outdoor recreation from inside Michigan: atving, boating, camping, fishing, hiking, kayaking, rving, hunting, skiing, and snowmobiling. I’ve also created models to provide short term forecasts for search interest. The main project page can be found at the link at the… Read more

This is my ninth installment for forecasting search interest for ten forms of outdoor recreation in Michigan. This is my last main installment for this project. Previously, I developed models for outdoor recreation in Michigan which are based on weather: maximum/minimum temperature, precipitation, and snow depth. This installment is about getting forecasts for these weather… Read more

This is my ninth installment for forecasting search interest for ten forms of outdoor recreation in Michigan. This installment provides a final cross validation comparison between two of the three models I developed during previous installments: Unsurprisngly, the best model depends on which of the ten forms of outdoor recreation you are modeling. It’s important to… Read more

This is my third model option for forecasting search interest for ten forms of outdoor recreation in Michigan. This approach uses a Long Short Term Memory (LSTM) model. This is a recurrent neural network that considers sequences of values while also considering a state when creating model predictions. This model shows a lot of promise.… Read more