~/talk

Automata Invasion

Talkat Berlin Buzzwords 2012 · 2012-06-04..06-05· [machine-learning]
links:none on file
slides:none on file

Lucene integrates finite-state sets (FSA) and maps (FST/wFST) into queries, term dictionaries and analysis, delivering concrete wins: up to 50× speed or memory improvements, synonym dictionaries using an FST run 59× less RAM, Japanese analysis (Kuromoji) uses 12× less memory, autosuggest uses weighted FSTs and returns top suggestions efficiently, spellchecking queries directly from the index (no sidecar), and a compact on-disk/in-memory representation as one byte array that enables faster term lookups and a new MemoryPostingsFormat.

AI-written summary · about

  1. 0:00Intro
  2. 0:57Who am I
  3. 1:33Automata
  4. 2:38Implementations
  5. 2:55FSA
  6. 3:34Map
  7. 4:48Analysis
  8. 5:22Realworld Applications
  9. 6:01Spellchecking
  10. 6:45Japanese
  11. 7:20Weights
  12. 8:27Synonyms
  13. 10:36Term State
  14. 11:17Inverted Index
  15. 12:28Conclusion
  16. 13:10Memory
  17. 14:12FST
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