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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
1

Generalizability and Reproducibility of Search Engine Online User Studies

Xu, Zijian 11 June 2020 (has links)
Research in interactive information retrieval (IR) usually relies on lab user studies or online ones. A key concern of these studies is the generalizability and reproducibility of the results, especially when the studies involved only a limited number of participants. The interactive IR community, however, does not have a commonly agreed guideline regarding how many participants should recruit. We study this fundamental research protocol issue by examining the generalizability and reproducibility of results with respect to a different number of participants using simulation-based approaches. Specifically, we collect a relatively large number of participants' observations for a representative interactive IR experiment setting from online user studies using crowdsourcing. We sample smaller numbers of participants' results from the collected observations to simulate the results of online user studies with a smaller scale. We empirically analyze the patterns of generalizability and reproducibility regarding different dependent variables and draw conclusions related to the optimal number of participants. Our study contributes to interactive information retrieval research by 1) establishing a methodology for evaluating the generalizability and reproducibility of results, and 2) providing guidelines regarding the optimal number of participants for search engine user studies. / Master of Science / In the domain of Information Retrieval, researchers or scientists usually require human participants to interact, test and evaluate a novel system, which is usually called user studies. However, researchers usually perform these studies with small sample size, some of them recruited fewer than 20 participants, which casts doubt on the generalizability and reproducibility of these studies. Generalizability means how reliable the results of relatively small sample size in an experimental setting can be generalized to the outcomes of a larger population. Reproducibility means whether the results from two groups with the same amount of sample size are consistent with each other. In order to examine the generalizability and reproducibility of online user studies in interactive information retrieval systems, we conducted an online user study with large sample size. We reproduced a well-recognized lab user study from Kelly et al. (2015) in an online environment. We established a simulation-based methodology for evaluating the generalizability and reproducibility of the results and then provided guidelines regarding the optimal number of participants for search engine user studies.
2

Lost & Found Videothek Non-Ubiquitous Video Library for Serendipitous Retrieval of Movies. A Design Exploration for the Introduction of Folksonomy in the Physical Space

Di Giovanni, Bianca January 2017 (has links)
Lost&Found Videothek is the concept for an interactive video library thought for users engaged in an exploratory research mode, in which content is organized according to a collaborative, subjective and implicit indexing system for the enhancement of serendipity. This idea was the result of a design-based research with a user-centered approach in the field of information retrieval. With the use of design methods such as heuristic UX evaluation, co-sketching, and other original design experiments, the project aimed at identifying the most valuable qualities of physical and digital libraries in order to integrate them within one retrieval system.

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