Implicit information need as explicit problems, help, and behavioral signals

作者:

Highlights:

• The amount of time spent on previous search results could be an indicator of potential problems in articulation of needs into queries, perceiving useless results, and not getting useful sources in the following search stage in an information search process.

• While performing social tasks, users mostly searched with an entirely new query, whereas, for cognitive and moderate to high complexity tasks, users used both new and substituted queries as well.

• From users’ search behaviors, it is possible to predict the potential problem that they are going to face in the future.

• User’s search behaviors can map an information searcher’s situational need, along with his/her perception of barriers and helps in different stages of an information search process.

• By combining perceived problem(s) and search behavioral features, it is possible to infer users’ needed help(s) in search with a certain level of accuracy (78%).

摘要

•The amount of time spent on previous search results could be an indicator of potential problems in articulation of needs into queries, perceiving useless results, and not getting useful sources in the following search stage in an information search process.•While performing social tasks, users mostly searched with an entirely new query, whereas, for cognitive and moderate to high complexity tasks, users used both new and substituted queries as well.•From users’ search behaviors, it is possible to predict the potential problem that they are going to face in the future.•User’s search behaviors can map an information searcher’s situational need, along with his/her perception of barriers and helps in different stages of an information search process.•By combining perceived problem(s) and search behavioral features, it is possible to infer users’ needed help(s) in search with a certain level of accuracy (78%).

论文关键词:Information need,Information searching,Interactive IR

论文评审过程:Received 16 January 2019, Revised 21 June 2019, Accepted 27 June 2019, Available online 3 July 2019, Version of Record 13 January 2020.

论文官网地址:https://doi.org/10.1016/j.ipm.2019.102069