A Usefulness-based Approach for Measuring the Local and Global Effect of IIR Services
arXiv:1808.06818 · doi:10.1145/2854946.2854962
Abstract
In Interactive Information Retrieval (IIR) different services such as search term suggestion can support users in their search process. The applicability and performance of such services is either measured with different user-centered studies (like usability tests or laboratory experiments) or, in the context of IR, with their contribution to measures like precision and recall. However, each evaluation methodology has its certain disadvantages. For example, user-centered experiments are often costly and small-scaled; IR experiments rely on relevance assessments and measure only relevance of documents. In this work we operationalize the usefulness model of Cole et al. (2009) on the level of system support to measure not only the local effect of an IR service, but the impact it has on the whole search process. We therefore use a log-based evaluation approach which models user interactions within sessions with positive signals and apply it for the case of a search term suggestion service. We found that the usage of the service significantly often implicates the occurrence of positive signals during the following session steps.
arXiv commentIn CHIIR '16 Proceedings of the 2016 ACM on Conference on Human Information Interaction and Retrieval , 153-162
References in corpus (5)
- Science Models as Value-Added Services for Scholarly Information Systems
- A Novel Combined Term Suggestion Service for Domain-Specific Digital Libraries
- Improving Retrieval Results with discipline-specific Query Expansion
- A Framework for Specific Term Recommendation Systems
- WHOSE - A Tool for Whole-Session Analysis in IIR
Cited by in corpus (10)
- A Digital Library for Research Data and Related Information in the Social Sciences
- Contextualised Browsing in a Digital Library's Living Lab
- Characteristics of Dataset Retrieval Sessions: Experiences from a Real-life Digital Library
- A Complete Year of User Retrieval Sessions in a Social Sciences Academic Search Engine
- Analysis of Search Stratagem Utilisation
- Studying Retrievability of Publications and Datasets in an Integrated Retrieval System
- Data Requirements for Evaluation of Personalization of Information Retrieval - A Position Paper
- User Interests in German Social Science Literature Search - A Large Scale Log Analysis
- Retrievability in an Integrated Retrieval System: An Extended Study
- Challenges for Measuring Usefulness of Interactive IR Systems with Log-based Approaches