55725 |
Creator |
56412434212aaec1af1a675d5f017f1e |
55725 |
Creator |
084de32ba08c9eeea8d0f31b8f60c828 |
55725 |
Creator |
ext-2ff55cb70628e8d428d322a6977c5874 |
55725 |
Creator |
ext-9bcaf1366015d00a24d05884f782a7e2 |
55725 |
Date |
2018 |
55725 |
Is Part Of |
repository |
55725 |
abstract |
It has been shown that relevance judgment of documents is influenced by multiple factors
beyond topicality. Some multidimensional user relevance models (MURM) proposed in
literature have investigated the impact of different dimensions of relevance on user
judgment. Our hypothesis is that a user might give more importance to certain relevance
dimensions in a session which might change dynamically as the session progresses.
This motivates the need to capture the weights of different relevance dimensions using
feedback and build a model to rank documents for subsequent queries according to these
weights. We propose a geometric model inspired by the mathematical framework of Quantum
theory to capture the user's importance given to each dimension of relevance and test
our hypothesis on data from a web search engine and TREC Session track. |
55725 |
authorList |
authors |
55725 |
presentedAt |
ext-6990aa44956ea3c399a5acea01167915 |
55725 |
status |
published |
55725 |
status |
peerReviewed |
55725 |
type |
AcademicArticle |
55725 |
type |
Article |
55725 |
label |
Uprety, Sagar ; Su, Yi; Song, Dawei and Li, Jingfei (2018). Modeling Multidimensional
User Relevance in IR using Vector Spaces. In: SIGIR '18 The 41st International ACM
SIGIR Conference on Research & Development in Information Retrieval, 8-12 Jul 2018,
Ann Arbor, MI, USA, ACM Press, pp. 993–996. |
55725 |
label |
Uprety, Sagar ; Su, Yi; Song, Dawei and Li, Jingfei (2018). Modeling Multidimensional
User Relevance in IR using Vector Spaces. In: SIGIR '18 The 41st International ACM
SIGIR Conference on Research & Development in Information Retrieval, 8-12 Jul 2018,
Ann Arbor, MI, USA, ACM Press, pp. 993–996. |
55725 |
Publisher |
ext-7d6b17de0dbc188be172630e71f8e835 |
55725 |
Title |
Modeling Multidimensional User Relevance in IR using Vector Spaces |
55725 |
in dataset |
oro |