On the Vocabulary of Grammar-Based Codes and the Logical Consistency of Texts
| Jazyk: | angličtina |
|---|---|
| Rok vydání: | 2008 |
| Předmět: |
excess entropy
sublinear functions grammar-based codes Zipf's law asymptotically mean stationary processes universal source coding language models smallest grammar problem variable-length coding Computer Science::Computation and Language (Computational Linguistics and Natural Language and Speech Processing) nonergodic processes ergodic decomposition |
| Popis: | The article presents a new interpretation for Zipf's law in natural language which relies on two areas of information theory. We reformulate the problem of grammar-based compression and investigate properties of strongly nonergodic stationary processes. The motivation for the joint discussion is to prove a proposition with a simple informal statement: If an $n$-letter long text describes $n^\beta$ independent facts in a random but consistent way then the text contains at least $n^\beta/\log n$ different words. In the formal statement, two specific postulates are adopted. Firstly, the words are understood as the nonterminal symbols of the shortest grammar-based encoding of the text. Secondly, the texts are assumed to be emitted by a nonergodic source, with the described facts being binary IID variables that are asymptotically predictable in a shift-invariant way. The proof of the formal proposition applies several new tools. These are: a construction of universal grammar-based codes for which the differences of code lengths can be bounded easily, ergodic decomposition theorems for mutual information between the past and future of a stationary process, and a lemma that bounds differences of a sublinear function. The linguistic relevance of presented modeling assumptions, theorems, definitions, and examples is discussed in parallel.While searching for concrete processes to which our proposition can be applied, we introduce several instances of strongly nonergodic processes. In particular, we define the subclass of accessible description processes, which formalizes the notion of texts that describe facts in a self-contained way. |
| Databáze: | OpenAIRE |
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