
Grammar-based codes or grammar-based compression are
compression
Compression may refer to:
Physical science
*Compression (physics), size reduction due to forces
*Compression member, a structural element such as a column
*Compressibility, susceptibility to compression
* Gas compression
*Compression ratio, of a ...
algorithms based on the idea of constructing a
context-free grammar
In formal language theory, a context-free grammar (CFG) is a formal grammar whose production rules
can be applied to a nonterminal symbol regardless of its context.
In particular, in a context-free grammar, each production rule is of the fo ...
(CFG) for the string to be compressed. Examples include universal
lossless data compression
Lossless compression is a class of data compression that allows the original data to be perfectly reconstructed from the compressed data with no loss of information. Lossless compression is possible because most real-world data exhibits Redundanc ...
algorithms. To compress a data sequence
, a grammar-based code transforms
into a context-free grammar
.
The problem of finding a smallest grammar for an input sequence (
smallest grammar problem) is known to be NP-hard, so many grammar-transform algorithms are proposed from theoretical and practical viewpoints.
Generally, the produced grammar
is further compressed by statistical encoders like
arithmetic coding
Arithmetic coding (AC) is a form of entropy encoding used in lossless data compression. Normally, a String (computer science), string of characters is represented using a fixed number of bits per character, as in the American Standard Code for In ...
.
Examples and characteristics
The class of grammar-based codes is very broad. It includes
block code
In coding theory, block codes are a large and important family of Channel coding, error-correcting codes that encode data in blocks.
There is a vast number of examples for block codes, many of which have a wide range of practical applications. Th ...
s, the multilevel pattern matching (MPM) algorithm, variations of the incremental parsing
Lempel-Ziv code, and many other new universal lossless compression algorithms.
Grammar-based codes are universal in the sense that they can achieve asymptotically the
entropy rate
In the mathematical theory of probability, the entropy rate or source information rate is a function assigning an entropy to a stochastic process.
For a strongly stationary process, the conditional entropy for latest random variable eventually ...
of any stationary,
ergodic
In mathematics, ergodicity expresses the idea that a point of a moving system, either a dynamical system or a stochastic process, will eventually visit all parts of the space that the system moves in, in a uniform and random sense. This implies th ...
source with a finite alphabet.
Practical algorithms
The compression programs of the following are available from external links.
*
Sequitur is a classical grammar compression algorithm that sequentially translates an input text into a CFG, and then the produced CFG is encoded by an arithmetic coder.
*
Re-Pair
Re-Pair (short for recursive pairing) is a grammar-based compression algorithm that, given an input text, builds a straight-line program, i.e. a context-free grammar
In formal language theory, a context-free grammar (CFG) is a formal gramm ...
is a greedy algorithm using the strategy of most-frequent-first substitution. The compressive performance is powerful, although the main memory space requirement is very large.
*
GLZA,
which constructs a grammar that may be reducible, i.e., contain repeats, where the entropy-coding cost of "spelling out" the repeats is less than the cost creating and entropy-coding a rule to capture them. (In general, the compression-optimal SLG is not irreducible, and the Smallest Grammar Problem is different from the actual SLG compression problem.)
See also
*
Dictionary coder
*
Grammar induction
Grammar induction (or grammatical inference) is the process in machine learning of learning a formal grammar (usually as a collection of ''re-write rules'' or '' productions'' or alternatively as a finite-state machine or automaton of some kind) ...
*
Straight-line grammar
References
External links
GLZA discussion and paperDescription of grammar-based codes with exampleSequitur codes a version of Gonzalo Navarro.
GrammarViz 2.0- implementation of Sequitur, Re-Pair, and parallel Re-Pair in Java.
{{Compression methods
Data compression
Coding theory
Information theory