Searching and Filtering Tweets: CSIRO at the TREC 2012 Microblog Track

Abstract

We report on the participation of the CSIRO team in the TREC 2012 Microblog Track. We participated with four automatic runs for the ad hoc search task and four automatic runs for the filtering task. In the ad hoc search task, we experiment with different pre-processing and query expansion techniques. Our most important finding is highlighting the value of systematic pre-processing of tweets and its impact on improving the effectiveness of search. In the filtering task, we apply different feature extraction and classification techniques. We demonstrate the potential of using SVM classifiers for filtering tweets for a given topic.

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Document Details

Document Type
Technical Report
Publication Date
Nov 01, 2012
Accession Number
ADA579312

Entities

People

  • Jie Yin
  • Paul M. Thomas
  • Sarvnaz Karimi

Tags

Communities of Interest

  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Classification
  • Data Science
  • Dimensionality Reduction
  • Engineering
  • Feedback
  • Filtration
  • Industrial Research
  • Information Retrieval
  • Information Science
  • Judgment
  • Machine Learning
  • Online Communications
  • Precision
  • Removal
  • Social Media
  • Standards
  • Text Processing

Fields of Study

  • Computer science
  • Engineering

Readers

  • Computer Vision.
  • Information Retrieval

Technology Areas

  • AI & ML
  • AI & ML - Information Retrieval