Theorem · exact learning

FPRD-LRN-T01

Exact-prefix identification of rational sequences

Exact statement

A rational series of positive Hankel rank rr is determined and reconstructible from exactly 2r2r initial coefficients, and this count is sharp. With a known bound R≥rR\ge r, 2R2R coefficients give certified exact reconstruction; without a known rank bound, repeated reconstruction identifies every rational series in the limit. The rank-zero class contains only the zero series.

StatusClassical recurrence reconstruction, restated and proved for this model
External reviewThe recurrence-reconstruction theorem is classical; no external review of this FPRD exposition is recorded.

Context

Over a field, finite Hankel rank is the algebraic dimension of a rational sequence and equals the size of its minimal linear representation.

Hypotheses and scope

  • The target is a rational formal power series over the rationals.
  • The learner receives exact coefficients in increasing degree order.

Proof or evidence

Massey's shift-register synthesis recovers a complexity-r recurrence from 2r samples. Multiplying the connection polynomial by the observed prefix recovers the numerator. Uniqueness follows because a nonzero sequence first nonzero at index m has Hankel rank at least m+1. Sharpness follows by splitting the order-(2r-1) finite-difference identity into its even and odd nodes, producing two rank-r exponential sums that agree on 2r-1 coefficients and differ on the next.

Verification notes

The former ‘more than 2r’ and ‘2R+1’ wording was one coefficient too conservative and disagreed with its own uniqueness proof. The corrected 2r count was checked on 5,856 exact small recurrences and seven sharp finite-difference families. Field-operation complexity remains separate from rational bit complexity.

Limitations

  • The theorem does not provide a finite stopping certificate when no rank bound is known.
  • It does not extend automatically to arbitrary semirings or approximate coefficients.

Open work

Quantify coefficient bit growth for the intended application and add a certified-prefix extractor if its approximants provide one.