Data analytics en -science

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Version 1.0
Created date 02-05-2021

1R algoritm

One rule

Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of 1R algoritm

Apriori algoritm

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Apriori algoritm

Association rules

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Association rules

Average, median and mode

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Average, median and mode

Bar, Pie and Line chart

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Bar, Pie and Line chart

Binning

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Binning

Box and Whisker diagram

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Box and Whisker diagram

Classification

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Classification

Cluster-based local outlier factors (CBLOF)

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Cluster-based local outlier factors (CBLOF)

Clustering

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Clustering

Correlation

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Correlation

Cross tab

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Cross tab

Data analysis visualisations

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Data analysis visualisations

Data analytics

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Data analytics

Data reduction

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Data reduction

Decision tree

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Decision tree

Feature extraction

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Feature extraction

Forward selection and backward elimination

See https://en.wikipedia.org/wiki/Stepwise_regression

Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Forward selection and backward elimination

Histogram

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Histogram

Inter Quartile Range

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Inter Quartile Range

Inverted document frequency

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Inverted document frequency

K-means

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of K-means

K-nearest neighbors

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of K-nearest neighbors

Liniaire regression

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Liniaire regression

Logistic regression

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Logistic regression

n-grams

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of n-grams

Naive Bayes

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Naive Bayes

Outlier detection

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Outlier detection

Pattern recognizion

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Pattern recognizion

Regression

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Regression

Rule based classification

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Rule based classification

Scatter plot

Scatterplot https://en.wikipedia.org/wiki/Scatter_plot

Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Scatter plot

Standard deviation

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Standard deviation

Statististical functions

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Statististical functions

Term Frequency

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Term Frequency

Text analysis

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Text analysis

Timeseries

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Timeseries

Z-Score

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Author Bert Dingemans
Alias --
Stereotypes ApplicationFunction
Details of Z-Score