The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems

The importance of multimedia travel guide search and recommender systems has led to a substantial amount of research spanning different computer science and information system disciplines in recent years. The five core research streams we identify here incorporate a few multimedia computing and info...

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Main Authors: SHEN, Junge, CHENG, Zhiyong, SHEN, Jialie, MEI, Tao, GAO, Xinbo
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2014
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Online Access:https://ink.library.smu.edu.sg/sis_research/1967
https://ink.library.smu.edu.sg/context/sis_research/article/2966/viewcontent/chp_3A10.1007_2F978_3_319_04117_9_21.pdf
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Institution: Singapore Management University
Language: English
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spelling sg-smu-ink.sis_research-29662015-11-14T08:43:25Z The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems SHEN, Junge CHENG, Zhiyong SHEN, Jialie MEI, Tao GAO, Xinbo The importance of multimedia travel guide search and recommender systems has led to a substantial amount of research spanning different computer science and information system disciplines in recent years. The five core research streams we identify here incorporate a few multimedia computing and information retrieval problems that relate to the alternative perspectives of algorithm design for optimizing search/recommendation quality and different methodological paradigms to assess system performance at large scale. They include (1) query analysis, (2) diversification based on different criteria, (3) ranking and reranking, (4) personalization and (5) evaluation. Based on a comprehensive discussion and analysis of these streams, this survey evaluates the recent major contributions to theoretical and system development, and makes some predictions about the road that lies ahead for multimedia computing and information retrieval (IR) researchers in both academia and industry world. 2014-11-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/1967 info:doi/10.1007/978-3-319-04117-9_21 https://ink.library.smu.edu.sg/context/sis_research/article/2966/viewcontent/chp_3A10.1007_2F978_3_319_04117_9_21.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Geo-Multimedia Travel Guide systems Recommendation Information Retrieval Survey Databases and Information Systems Transportation
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Geo-Multimedia
Travel Guide systems
Recommendation
Information Retrieval
Survey
Databases and Information Systems
Transportation
spellingShingle Geo-Multimedia
Travel Guide systems
Recommendation
Information Retrieval
Survey
Databases and Information Systems
Transportation
SHEN, Junge
CHENG, Zhiyong
SHEN, Jialie
MEI, Tao
GAO, Xinbo
The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems
description The importance of multimedia travel guide search and recommender systems has led to a substantial amount of research spanning different computer science and information system disciplines in recent years. The five core research streams we identify here incorporate a few multimedia computing and information retrieval problems that relate to the alternative perspectives of algorithm design for optimizing search/recommendation quality and different methodological paradigms to assess system performance at large scale. They include (1) query analysis, (2) diversification based on different criteria, (3) ranking and reranking, (4) personalization and (5) evaluation. Based on a comprehensive discussion and analysis of these streams, this survey evaluates the recent major contributions to theoretical and system development, and makes some predictions about the road that lies ahead for multimedia computing and information retrieval (IR) researchers in both academia and industry world.
format text
author SHEN, Junge
CHENG, Zhiyong
SHEN, Jialie
MEI, Tao
GAO, Xinbo
author_facet SHEN, Junge
CHENG, Zhiyong
SHEN, Jialie
MEI, Tao
GAO, Xinbo
author_sort SHEN, Junge
title The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems
title_short The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems
title_full The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems
title_fullStr The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems
title_full_unstemmed The Evolution of Research on Multimedia Travel Guide Search and Recommender Systems
title_sort evolution of research on multimedia travel guide search and recommender systems
publisher Institutional Knowledge at Singapore Management University
publishDate 2014
url https://ink.library.smu.edu.sg/sis_research/1967
https://ink.library.smu.edu.sg/context/sis_research/article/2966/viewcontent/chp_3A10.1007_2F978_3_319_04117_9_21.pdf
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