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Prequential Forecast Evaluation

Online one-step-ahead evaluation of naive, AR(1) and linear-trend forecasters using only information available before each realized observation.

Model keylq.evaluation.prequential-forecast
Version1.0.0
Runtimepython-process
Model contract

Inputs are explicit.

{
    "type": "object",
    "required": [
        "values"
    ],
    "properties": {
        "values": {
            "type": "array",
            "items": {
                "type": "number"
            },
            "minItems": 20
        }
    }
}
Output contract

Outputs are explicit.

{
    "type": "object",
    "required": [
        "evaluation_protocol",
        "lookahead_guard",
        "candidate_scores",
        "selected_model",
        "out_of_sample_observations"
    ]
}
Default parameters
{
    "initial_window": 12,
    "recent_window": 10
}
Example input
{
    "values": [
        100,
        100.400000000000005684341886080801486968994140625,
        100.7999999999999971578290569595992565155029296875,
        101.2000000000000028421709430404007434844970703125,
        101.7000000000000028421709430404007434844970703125,
        102,
        102.5,
        102.900000000000005684341886080801486968994140625,
        103.2999999999999971578290569595992565155029296875,
        103.7999999999999971578290569595992565155029296875,
        104.2000000000000028421709430404007434844970703125,
        104.7000000000000028421709430404007434844970703125,
        105.099999999999994315658113919198513031005859375,
        105.599999999999994315658113919198513031005859375,
        106,
        106.400000000000005684341886080801486968994140625,
        106.900000000000005684341886080801486968994140625,
        107.2999999999999971578290569595992565155029296875,
        107.7999999999999971578290569595992565155029296875,
        108.2000000000000028421709430404007434844970703125,
        108.7000000000000028421709430404007434844970703125,
        109.099999999999994315658113919198513031005859375,
        109.599999999999994315658113919198513031005859375,
        110,
        110.5,
        110.900000000000005684341886080801486968994140625
    ]
}
Capabilities
cpuevaluationstreamingforecastingprequentiallqbench