Data analytics en -science

Versie	1.0
Creatie datum	02-05-2021

Outlier detection

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Outlier detection

Liniaire regression

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Liniaire regression

Classification

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Classification

Text analysis

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Text analysis

n-grams

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van n-grams

Statististical functions

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Statististical functions

Data analytics

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Data analytics

Binning

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Binning

Feature extraction

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Feature extraction

Rule based classification

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Rule based classification

Association rules

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Association rules

Average, median and mode

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Average, median and mode

Apriori algoritm

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Apriori algoritm

Cross tab

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Cross tab

Clustering

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Clustering

Scatter plot

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

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Scatter plot

1R algoritm

One rule

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van 1R algoritm

Regression

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Regression

Correlation

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Correlation

Inverted document frequency

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Inverted document frequency

Forward selection and backward elimination

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

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Forward selection and backward elimination

Term Frequency

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Term Frequency

Decision tree

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Decision tree

Logistic regression

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Logistic regression

Histogram

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Histogram

Bar, Pie and Line chart

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Bar, Pie and Line chart

Cluster-based local outlier factors (CBLOF)

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Cluster-based local outlier factors (CBLOF)

Box and Whisker diagram

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Box and Whisker diagram

Inter Quartile Range

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Inter Quartile Range

K-means

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van K-means

Data reduction

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Data reduction

Z-Score

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Z-Score

Pattern recognizion

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Pattern recognizion

Timeseries

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Timeseries

Standard deviation

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Standard deviation

Naive Bayes

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Naive Bayes

K-nearest neighbors

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van K-nearest neighbors

Data analysis visualisations

Auteur	Bert Dingemans
Alias
Stereotypes	ApplicationFunction
Details van Data analysis visualisations

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