|
|
| Line 1: |
Line 1: |
| A full week of learning GATE text mining/information extraction language processing and talks. [http://gate.ac.uk/wiki/TrainingCourseAug2010/ Session wiki]
| | #REDIRECT [[User talk:Donny]] |
| | |
| [[File:GATE_screenshot.png|900px|GATE developer screenshot]] | |
| | |
| GATE is written in Java and very Java centric. This makes it portable, fast, and heavyweight. A programming library is available. It's 14 years old and has many users and contributors.
| |
| | |
| = Using GATE developer =
| |
| | |
| * GATE developer is used to process sets of Language Resources in Corpus using Processing Resources. They are typically saved to a serialized Datastore.
| |
| * ANNIE, VG (verb group) processors.
| |
| * Preserve formatting embeds tags in HTML or XML.
| |
| ** Different strengths using GATE's graph (node/offset) based XML vs. preserved formatting (original xml/html)
| |
| | |
| = Information Extraction =
| |
| | |
| * IR - retrieve docs
| |
| * IE - retreive structured data
| |
| | |
| * Knowledge Engineering - rule based
| |
| * Learning Systems - statistical
| |
| | |
| Old Bailey IE project - old english (Online)
| |
| | |
| * POS - assigned in Token (noun, verb, etc)
| |
| | |
| * Gazateer - gotcha, have to set initialization parameter listsURL before it's
| |
| loaded. Must also "save and reinitialize."
| |
| * Gazeteer creates Lookups, then transducer creaties named entities
| |
| * Then orthomatcher (spelling features in common) coreference associates those
| |
| | |
| * Annotation Key sets and annotation comparing
| |
| ** Need setToKeep key in Document Reset for any pre annotated texts
| |
| | |
| == Evaluation / Metrics ==
| |
| | |
| * Evaluation metric - mathmatically against human annotated
| |
| * Scoring - performance measures for annotation types
| |
| | |
| * Result types - Correct, missing, spurious, partially correct (overlapped)
| |
| | |
| * Tools > Annotations Diff - comparing human vs machine annotation
| |
| | |
| * Corpus > Corpus quality assurance - compare by type
| |
| *( B has to be generated set
| |
| | |
| * Annotation set transfer (in tools) - transfer between docs in pipeline
| |
| ** useful for eg html that has boilerplate
| |
| | |
| === To investigate ===
| |
| | |
| * markupAware for HTML/XML (keeps tags in editor)
| |
| * AnnotationStack
| |
| * Advanced Options
| |
| | |
| {{Blikied|Aug 30, 2010}}
| |