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Rissanen: modeling by shortest data description

Contribution grade

Statistical learning · ALGORITHM

Reference score165,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Formulated model selection by minimizing the description length of observed data under a model, jointly addressing discrete model structure and real-valued parameter estimation.

Scientific scope

The record is the exact 1978 Automatica paper. Kolmogorov complexity, Solomonoff induction, later stochastic-complexity formulations, normalized maximum likelihood and MDL applications remain separate.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the exact 1978 Automatica paper. Kolmogorov complexity, Solomonoff induction, later stochastic-complexity formulations, normalized maximum likelihood and MDL applications remain separate.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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