Information cocoons in online navigation Article Swipe
Lei Hou
,
Xue Pan
,
Kecheng Liu
,
Zimo Yang
,
Jian-Guo Liu
,
Tao Zhou
·
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1016/j.isci.2022.105893
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1016/j.isci.2022.105893
Social media and online navigation bring us enjoyable experiences in accessing information, and simultaneously create information cocoons (ICs) in which we are unconsciously trapped with limited and biased information. We provide a formal definition of IC in the scenario of online navigation. Subsequently, by analyzing real recommendation networks extracted from Science, PNAS, and Amazon websites, and testing mainstream algorithms in disparate recommender systems, we demonstrate that similarity-based recommendation techniques result in ICs, which suppress the system navigability by hundreds of times. We further propose a flexible recommendation strategy that addresses the IC-induced problem and improves retrieval accuracy in navigation, which are demonstrated by simulations on real data and online experiments on the largest video website in China. This paper quantifies the challenge of ICs in recommender systems and presents a viable solution, which offer insights into the industrial design of algorithms, future scientific studies, as well as policy making.
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Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1016/j.isci.2022.105893
- http://www.cell.com/article/S2589004222021666/pdf
- OA Status
- gold
- Cited By
- 22
- References
- 55
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4313256323
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4313256323Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1016/j.isci.2022.105893Digital Object Identifier
- Title
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Information cocoons in online navigationWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2022Year of publication
- Publication date
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2022-12-27Full publication date if available
- Authors
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Lei Hou, Xue Pan, Kecheng Liu, Zimo Yang, Jian-Guo Liu, Tao ZhouList of authors in order
- Landing page
-
https://doi.org/10.1016/j.isci.2022.105893Publisher landing page
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https://www.cell.com/article/S2589004222021666/pdfDirect link to full text PDF
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YesWhether a free full text is available
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goldOpen access status per OpenAlex
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https://www.cell.com/article/S2589004222021666/pdfDirect OA link when available
- Concepts
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Recommender system, Computer science, Navigability, Mainstream, Data science, Social media, World Wide Web, Information retrieval, Philosophy, Theology, Cartography, GeographyTop concepts (fields/topics) attached by OpenAlex
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22Total citation count in OpenAlex
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2025: 8, 2024: 11, 2023: 3Per-year citation counts (last 5 years)
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10Other works algorithmically related by OpenAlex
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