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01_​Bike_​Restocking_​Alert_​Training_​w_​Feature_​Selection

Workflow

Lean Restocking Alert Signal: Training
backward feature eliminationrandom forestdecision treelinear correlationbikesbicycleWashington DCIoTInternet of Things
2. Pre-processing- bike ratio- date- alarm flags 3. Pre-processing Lagging for past values Equal Size Sampling for rare events 5. Final Training with attributes from Feature EliminationLoop 4. Feature Eimination Loop Define set of attributes with smallest error with given training algorithm. 1. Read Data- bike # by station- total registered by hour- total casual by hour Lean Restocking Alert Signal: TrainingThis workflow implements an alarm system for bycicle restocking at Washington bike stations. See the Description View for complete details. Cross-correlation Map Line Plot on decision tree90-10 randombike ratio =Adjusted cumulative cum/ total docks availableby year, day of year,hourDatetime operationsbike countby stationfor each valuefor each time seriesline plotyear + day of year+ hourstation Calvert & Biltmore St NWcolumn namesline colorshours.csvweather + calendar2011-2012cross-correlation Backward FeatureElimination Partitioning Math Formula Joiner Date pre-processing Table Reader Random ForestLearner Random ForestPredictor Row Filter Build past Line Plot String Manipulation Row Filter Table Creator Color Manager CSV Reader Linear Correlation Scorer Model Writer 2. Pre-processing- bike ratio- date- alarm flags 3. Pre-processing Lagging for past values Equal Size Sampling for rare events 5. Final Training with attributes from Feature EliminationLoop 4. Feature Eimination Loop Define set of attributes with smallest error with given training algorithm. 1. Read Data- bike # by station- total registered by hour- total casual by hour Lean Restocking Alert Signal: TrainingThis workflow implements an alarm system for bycicle restocking at Washington bike stations. See the Description View for complete details. Cross-correlation Map Line Plot on decision tree90-10 randombike ratio =Adjusted cumulative cum/ total docks availableby year, day of year,hourDatetime operationsbike countby stationfor each valuefor each time seriesline plotyear + day of year+ hourstation Calvert & Biltmore St NWcolumn namesline colorshours.csvweather + calendar2011-2012cross-correlation Backward FeatureElimination Partitioning Math Formula Joiner Date pre-processing Table Reader Random ForestLearner Random ForestPredictor Row Filter Build past Line Plot String Manipulation Row Filter Table Creator Color Manager CSV Reader Linear Correlation Scorer Model Writer

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Nodes

01_​Bike_​Restocking_​Alert_​Training_​w_​Feature_​Selection consists of the following 37 nodes(s):

Plugins

01_​Bike_​Restocking_​Alert_​Training_​w_​Feature_​Selection contains nodes provided by the following 6 plugin(s):