Icon

Forecasting

create column Yt-1
Lag Column
Box Plot
adding remove trend column
Math Formula
Table Partitioner
trend only
Linear Regression Learner
Regression Predictor
Numeric Scorer
trend + lag 1; 5; 10
Linear Regression Learner
Missing value -> 0
Missing Value
Regression Predictor
Numeric Scorer
Table Partitioner
Steps: removing outliers
GroupBy
ACF 2:Lag = 5 has high ACF-> seasonality
Autocorrelation Plot (Labs)
Numeric Scorer
ACF 1:see decreasing of ACF across lags -> trend
Autocorrelation Plot (Labs)
Joiner
Math Formula
Excel Reader
Scatter Plot
Math Formula
done removing outlier
Rule Engine
Math Formula
Regression Predictor
Line Plot
Numeric Scorer
Table Partitioner
include lag 1; 5
Linear Regression Learner
Regression Predictor
Numeric Outliers
extract day, week, year
Date&Time Part Extractor
Table Partitioner
include lag 1;5;10
Linear Regression Learner

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Extensions

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To use this workflow in KNIME, download it from the below URL and open it in KNIME:

Download Workflow
Created by: quanh
Created at: 2025-10-28
On NodePit since: 2025-12-11
Last update: 2025-12-11
Created with KNIME version: v5.8.0

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