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The goal of rank fusion in information retrieval (IR) is to deliver a single output list from multiple search results. Improving performance by combining the outputs of various IR systems is a challenging task. A central point is the fact…

A sequence of recent papers has considered the role of measurement scales in information retrieval (IR) experimentation, and presented the argument that (only) uniform-step interval scales should be used, and hence that well-known metrics…

信息检索 · 计算机科学 2022-07-08 Alistair Moffat

This work investigates the effect of gender-stereotypical biases in the content of retrieved results on the relevance judgement of users/annotators. In particular, since relevance in information retrieval (IR) is a multi-dimensional…

信息检索 · 计算机科学 2022-03-04 Klara Krieg , Emilia Parada-Cabaleiro , Markus Schedl , Navid Rekabsaz

The longitudinal evaluation of retrieval systems aims to capture how information needs and documents evolve over time. However, classical Cranfield-style retrieval evaluations only consist of a static set of queries and documents and…

信息检索 · 计算机科学 2025-09-23 Jüri Keller , Maik Fröbe , Gijs Hendriksen , Daria Alexander , Martin Potthast , Philipp Schaer

We engineer a self-index based retrieval system capable of rank-safe evaluation of top-k queries. The framework generalizes the GREEDY approach of Culpepper et al. (ESA 2010) to handle multi-term queries, including over phrases. We propose…

数据结构与算法 · 计算机科学 2014-06-13 Simon Gog , Matthias Petri

There are many scenarios where we may want to find pairs of textually similar documents in a large corpus (e.g. a researcher doing literature review, or an R&D project manager analyzing project proposals). To programmatically discover those…

计算与语言 · 计算机科学 2020-12-16 Carlos Badenes-Olmedo , Jose-Luis Redondo García , Oscar Corcho

Systematic literature reviews (SLRs) are one of the most common and useful form of scientific research and publication. Tens of thousands of SLRs are published each year, and this rate is growing across all fields of science. Performing an…

人机交互 · 计算机科学 2018-03-28 Evgeny Krivosheev , Fabio Casati , Boualem Benatallah

Information extraction is a critical step in the practice of conducting biomedical systematic literature reviews. Extracted structured data can be aggregated via methods such as statistical meta-analysis. Typically highly trained domain…

人机交互 · 计算机科学 2016-09-06 Yalin Sun , Pengxiang Cheng , Shengwei Wang , Hao Lyu , Matthew Lease , Iain Marshall , Byron C. Wallace

Many Information Retrieval (IR) models make use of offline statistical techniques to score documents for ranking over a single period, rather than use an online, dynamic system that is responsive to users over time. In this paper, we…

信息检索 · 计算机科学 2013-03-22 Marc Sloan , Jun Wang

Query Expansion using Pseudo Relevance Feedback is a useful and a popular technique for reformulating the query. In our proposed query expansion method, we assume that relevant information can be found within a document near the central…

信息检索 · 计算机科学 2015-02-19 Rekha Vaidyanathan , Sujoy Das , Namita Srivastava

Effective information retrieval (IR) in settings with limited training data, particularly for complex queries, remains a challenging task. This paper introduces IR2, Information Regularization for Information Retrieval, a technique for…

信息检索 · 计算机科学 2025-04-03 Jianyou Wang , Kaicheng Wang , Xiaoyue Wang , Weili Cao , Ramamohan Paturi , Leon Bergen

The purpose of the paper is to propose models to reduce the semantic complexity in heterogeneous DLs. The aim is to introduce value-added services (treatment of term vagueness and document re-ranking) that gain a certain quality in DLs if…

数字图书馆 · 计算机科学 2019-01-15 Philipp Mayr , Peter Mutschke , Vivien Petras

Literature search is arguably one of the most important phases of the academic and non-academic research. The increase in the number of published papers each year makes manual search inefficient and furthermore insufficient. Hence,…

信息检索 · 计算机科学 2012-09-27 Onur Küçüktunç , Erik Saule , Kamer Kaya , Ümit V. Çatalyürek

The aggregated journal-journal citation matrix -based on the Journal Citation Reports (JCR) of the Science Citation Index- can be decomposed by indexers and/or algorithmically. In this study, we test the results of two recently available…

数据分析、统计与概率 · 物理学 2009-01-09 Ismael Rafols , Loet Leydesdorff

Bibliometric indexes are customary used in evaluating the impact of scientific research, even though it is very well known that in different research areas they may range in very different intervals. Sometimes, this is evident even within a…

数字图书馆 · 计算机科学 2014-03-18 Pierluigi Amodio , Luigi Brugnano

Document coherence describes how much sense text makes in terms of its logical organisation and discourse flow. Even though coherence is a relatively difficult notion to quantify precisely, it can be approximated automatically. This type of…

信息检索 · 计算机科学 2016-08-03 Christina Lioma , Fabien Tarissan , Jakob Grue Simonsen , Casper Petersen , Birger Larsen

The overwhelming volume of data generated and indexed by search engines poses a significant challenge in retrieving documents from the index efficiently and effectively. Even with a well-crafted query, several relevant documents often get…

信息检索 · 计算机科学 2023-10-17 Aman Sinha , Priyanshu Raj Mall , Dwaipayan Roy

In this paper, we address the problem of classifying documents available from the global network of (open access) repositories according to their type. We show that the metadata provided by repositories enabling us to distinguish research…

数字图书馆 · 计算机科学 2017-07-14 Aristotelis Charalampous , Petr Knoth

This paper is a survey discussing Information Retrieval concepts, methods, and applications. It goes deep into the document and query modelling involved in IR systems, in addition to pre-processing operations such as removing stop words and…

信息检索 · 计算机科学 2012-12-11 Youssef Bassil

Information retrieval (IR) and recommender systems (RS) have been employed for addressing search tasks executed during literature review and the overall scholarly communication lifecycle. Majority of the studies have concentrated on…

信息检索 · 计算机科学 2016-09-07 Aravind Sesagiri Raamkumar , Schubert Foo , Natalie Pang