SAGA.statistics_regression.12: Multiple Linear Regression Analysis

Multiple linear regression analysis using ordinary least squares.

Inputs

Table

format
href
Please set a value for TABLE.

Dependent Variable

format
href
Please set a value for DEPENDENT.

Method

string

Significance level (aka p-value) as threshold for automated predictor selection, given as percentage

number

Cross Validation

string

number of subsamples for k-fold cross validation

integer

Outputs

Results

format
transmission

Details: Coefficients

format
transmission

Details: Model

format
transmission

Details: Steps

format
transmission

Execution options

successUri
inProgressUri
failedUri

format

mode

Execute End Point

View the execution endpoint of a process.

View the alternative version in HTML.

{"id": "SAGA.statistics_regression.12", "title": "Multiple Linear Regression Analysis", "description": "Multiple linear regression analysis using ordinary least squares.", "version": "1.0.0", "jobControlOptions": ["sync-execute", "async-execute", "dismiss"], "outputTransmission": ["value", "reference"], "links": [{"rel": "http://www.opengis.net/def/rel/ogc/1.0/execute", "type": "application/json", "title": "Execute End Point", "href": "http://demo.mapmint.com/ogc-api/processes/SAGA.statistics_regression.12/execution"}, {"rel": "alternate", "type": "text/html", "title": "Execute End Point", "href": "http://demo.mapmint.com/ogc-api/processes/SAGA.statistics_regression.12/execution.html"}], "inputs": {"TABLE": {"title": "Table", "description": "Table", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "TABLE"}, "DEPENDENT": {"title": "Dependent Variable", "description": "Dependent Variable", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}], "nullable": true}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "DEPENDENT"}, "METHOD": {"title": "Method", "description": "Method", "schema": {"type": "string", "default": "stepwise", "enum": ["include all", "forward", "backward", "stepwise"], "nullable": true}, "id": "METHOD"}, "P_VALUE": {"title": "Significance Level", "description": "Significance level (aka p-value) as threshold for automated predictor selection, given as percentage", "schema": {"type": "number", "default": 5, "format": "double", "minimum": 0, "maximum": 100, "nullable": true}, "id": "P_VALUE"}, "CROSSVAL": {"title": "Cross Validation", "description": "Cross Validation", "schema": {"type": "string", "default": "none", "enum": ["none", "leave one out", "2-fold", "k-fold"], "nullable": true}, "id": "CROSSVAL"}, "CROSSVAL_K": {"title": "Cross Validation Subsamples", "description": "number of subsamples for k-fold cross validation", "schema": {"type": "integer", "default": 10, "nullable": true}, "id": "CROSSVAL_K"}}, "outputs": {"RESULTS": {"title": "Results", "description": "Results", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "RESULTS"}, "INFO_COEFF": {"title": "Details: Coefficients", "description": "Details: Coefficients", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "INFO_COEFF"}, "INFO_MODEL": {"title": "Details: Model", "description": "Details: Model", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "INFO_MODEL"}, "INFO_STEPS": {"title": "Details: Steps", "description": "Details: Steps", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "INFO_STEPS"}}}

http://demo.mapmint.com/ogc-apihttp://localhost/ogc-api/localhost/ogc-api/processes/SAGA.statistics_regression.12.html
Last modified: Sat Feb 19 15:43:34 CET 2022