Information Retrieval in Context
- Introduction
- Taxonomy of context features
- Situation
- Acquisition of context information
- Aspects of information retrieval process to improve/support
- Evaluation of context features
- Types of IR/Search applications
- Links
- References
Introduction
This is a small attempt to understand and (more importantly) share the ideas of context that can be exploited in IR. The recent IRiX workshops suggest that there is ample room for investigating this emerging notion. Defining what are the context features is one thing, capturing the features accurately is another. Leveraging the features to improve parts of information retrieval processes and evaluating the effectivness appropriately are even more challenging issues. Providing an overview of context is the primary aim of this (wiki) page.
Another prospect of IRiX is that will facilitate closer communication between IR and related fields including Human Computer Interaction, Information Visualisation, and Information Seeking Research. The work such as IRiX/References#Kelly05 and IRiX/References#Larsen05 are a good example of successful application of concepts drawn from a cognitive model to improve the retrieval effectiveness. A number of models in IR and Information Seeking (or Behaviour) Research is discussed in IRiX/References#Wilson99. It would be fascinating if we could bring more of such studies into the field of IR.
This (wiki) page has been created as a part of the
Adaptive Search Models for Information Retrieval Project. Feel free to contact
me for your feedback. It's still in an early stage, but any suggestion for including related work is welcome.
Taxonomy of context features
(See IRiX/References#Ingwersen05b)
Situation
Personal cognitive construct made in contexts (IRiX/References#Ingwersen05a)
Knowledge gap or ASK and relevance
Uncertainty and other emotional state
Potential sources for the solution of the work task or interest
Intentionality (i.e., goals, purposes, motivations, etc.)
Information preference, strategies, pressures, constraints (costs, time, etc.)
Self (i.e., own capabilities, health, experiences)
Systemic and interactive features and information object
Best conceived as the totality of the values held by the facet variables such as (IRiX/References#Ingwersen05b):
users (/TaskFeatures and /SearcherFeatures);
systems (/SystemFeatures and /DocumentFeatures); and
environment (/EnvironmentalFeatures and /TemporalFeatures).
Acquisition of context information
Integrated measures
Aspects of information retrieval process to improve/support
Ranking
Re-ranking
Clustering
Query re/formulation
Interface/Visualisation
Query interface
Search results presentation
Learning/Exploring
Evaluation of context features
System-centred methodology
User-centred methodology
Simulated evaluation
Types of IR/Search applications
Web search
Personalised search
Enterprise search
Mobile search
Geographic search
Distributed search
P2P Search
Meta Search
Email Search
Collaborative Search
Text retrieval
Image retrieval
Music retrieval
Movie retrieval
Spoken document retrieval
XML retrieval
Cross language retrieval
Links
Conferences/Workshops
Special topic issues