public class RIDFTermPruningPolicy extends TermPruningPolicy
TermPruningPolicy
that uses "residual IDF"
metric to determine the postings of terms to keep/remove, as defined in
http://www.dc.fi.udc.es/~barreiro/publications/blanco_barreiro_ecir2007.pdf.
Residual IDF measures a difference between a collection-wide IDF of a term (which assumes a uniform distribution of occurrences) and the actual observed total number of occurrences of a term in all documents. Positive values indicate that a term is informative (e.g. for rare terms), negative values indicate that a term is not informative (e.g. too popular to offer good selectivity).
This metric produces small values close to [-1, 1], so useful ranges for thresholds under this metrics are somewhere between [0, 1]. The higher the threshold the more informative (and more rare) terms will be retained. For filtering of common words a value of close to or slightly below 0 (e.g. -0.1) should be a good starting point.
fieldFlags, in
DEL_ALL, DEL_PAYLOADS, DEL_POSTINGS, DEL_STORED, DEL_VECTOR
Constructor and Description |
---|
RIDFTermPruningPolicy(IndexReader in,
Map<String,Integer> fieldFlags,
Map<String,Double> thresholds,
double defThreshold) |
Modifier and Type | Method and Description |
---|---|
void |
initPositionsTerm(TermPositions tp,
Term t)
Called when moving
TermPositions to a new Term . |
boolean |
pruneAllPositions(TermPositions termPositions,
Term t)
Prune all postings per term (invoked once per term per doc)
|
int |
pruneSomePositions(int docNum,
int[] positions,
Term curTerm)
Prune some postings per term (invoked once per term per doc).
|
boolean |
pruneTermEnum(TermEnum te)
Pruning of all postings for a term (invoked once per term).
|
int |
pruneTermVectorTerms(int docNumber,
String field,
String[] terms,
int[] freqs,
TermFreqVector v)
Pruning of individual terms in term vectors.
|
pruneAllFieldPostings, prunePayload, pruneWholeTermVector
public void initPositionsTerm(TermPositions tp, Term t) throws IOException
TermPruningPolicy
TermPositions
to a new Term
.initPositionsTerm
in class TermPruningPolicy
tp
- input term positionst
- current termIOException
public boolean pruneTermEnum(TermEnum te) throws IOException
TermPruningPolicy
pruneTermEnum
in class TermPruningPolicy
te
- positioned term enum.IOException
public boolean pruneAllPositions(TermPositions termPositions, Term t) throws IOException
TermPruningPolicy
pruneAllPositions
in class TermPruningPolicy
termPositions
- positioned term positions. Implementations MUST NOT
advance this by calling TermPositions
methods that advance either
the position pointer (next, skipTo) or term pointer (seek).t
- current termIOException
public int pruneTermVectorTerms(int docNumber, String field, String[] terms, int[] freqs, TermFreqVector v) throws IOException
TermPruningPolicy
pruneTermVectorTerms
in class TermPruningPolicy
docNumber
- document numberfield
- field nameterms
- array of termsfreqs
- array of term frequenciesv
- the original term frequency vectorIOException
public int pruneSomePositions(int docNum, int[] positions, Term curTerm)
TermPruningPolicy
pruneSomePositions
in class TermPruningPolicy
docNum
- current document numberpositions
- original term positions in the document (and indirectly
term frequency)curTerm
- current term