Skip to main content
Top
Published in: Peer-to-Peer Networking and Applications 2/2020

25-07-2019

Mobile IoT device summarizer using P2P web search engine and inherent characteristic of contents

Authors: Sun Park, ByungRea Cha, Kyungyong Chung, JongWon Kim

Published in: Peer-to-Peer Networking and Applications | Issue 2/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Grasping the sense of web pages on small screen of mobile devices is too difficult, so mobile users prefer summarized reports. One popular technique to generate automatic summarized report is based on vector model. The vector model summarization methods are simple and low cost to implement on mobile devices. However, the quality of summarized reports of the model may not be good because there is a semantic difference between manual summarized reports and the machine summarized reports. In addition, the censored documents of the centralized search engine cannot accurately reflect the query of user in the summary results. To overcome this constraints, automatic mobile device summarizer using a semantic feature of pseudo relevance feedback and P2P web search engine is proposed. The proposed method increases the quality of summarized reports by using the latent features of documents and clustering technique. The method uses none censored documents of the P2P web search engine to more accurately reflect user requirements in summarized reports. The automatic summarizer consists of a server-side containerized auto-summary module for flexible management of the summarization functions and a user-side mobile device module to reduce the overload of the mobile device.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Liu D, Wu S, Lan Y (2013) A query-oriented XML text summarization for mobile devices. Soft Comput 17:1585–1593CrossRef Liu D, Wu S, Lan Y (2013) A query-oriented XML text summarization for mobile devices. Soft Comput 17:1585–1593CrossRef
2.
go back to reference Yazhini R, Vishnu Raja P (2014) Automatic summarizer for Mobile devices using sentence ranking measure. In: Proc. international conference on recent trends in information technology Yazhini R, Vishnu Raja P (2014) Automatic summarizer for Mobile devices using sentence ranking measure. In: Proc. international conference on recent trends in information technology
3.
go back to reference Ricardo BY, Berthier RN (1999) Modern information retrieval. ACM Press Ricardo BY, Berthier RN (1999) Modern information retrieval. ACM Press
4.
go back to reference Han KS, Bea DH, Rim HC (2017) Automatic text summarization based on relevance feedback with query splitting. J Adv Comput Sci Appl 8(10):397–405 Han KS, Bea DH, Rim HC (2017) Automatic text summarization based on relevance feedback with query splitting. J Adv Comput Sci Appl 8(10):397–405
5.
go back to reference Allahyari M, Pourieh S, Assefi M et al (2008) Text summarization techniques: a brief survey. In: Proc. annual international ACM SIGIR conference on research and development in information retrieval, Singapore, pp 291–298 Allahyari M, Pourieh S, Assefi M et al (2008) Text summarization techniques: a brief survey. In: Proc. annual international ACM SIGIR conference on research and development in information retrieval, Singapore, pp 291–298
6.
go back to reference Park S (2012) Personalized document summarization using pseudo relevance feedback and semantic feature. IETE J Res 58(2):155–165CrossRef Park S (2012) Personalized document summarization using pseudo relevance feedback and semantic feature. IETE J Res 58(2):155–165CrossRef
7.
go back to reference Park S (2010) Automatic multi-document summarization based on clustering and non-negative matrix factorization. IETE Tech Rev 27(2):167–178CrossRef Park S (2010) Automatic multi-document summarization based on clustering and non-negative matrix factorization. IETE Tech Rev 27(2):167–178CrossRef
8.
go back to reference Park S, Cha BR, Kim JW (2016) Document summarization using NMF and pseudo relevance feedback based on K-means clustering. Comput Inform 35(3):744–760 Park S, Cha BR, Kim JW (2016) Document summarization using NMF and pseudo relevance feedback based on K-means clustering. Comput Inform 35(3):744–760
9.
go back to reference Porkaev K, Chakrabarti K, Mehtotra S (1999) Query refinement for multimedia similarity retrieval in MARS. In: Proc. annual ACM international conference on multimedia, Los Angeles, pp 235–238 Porkaev K, Chakrabarti K, Mehtotra S (1999) Query refinement for multimedia similarity retrieval in MARS. In: Proc. annual ACM international conference on multimedia, Los Angeles, pp 235–238
10.
go back to reference Park S, Lee JH, Ahn CM, Hong JS, Chun SJ (2006) Query based summarization using non-negative matrix factorization, vol 4253. Springer, LNAI, pp 84–87 Park S, Lee JH, Ahn CM, Hong JS, Chun SJ (2006) Query based summarization using non-negative matrix factorization, vol 4253. Springer, LNAI, pp 84–87
11.
go back to reference Park S, Lee JH, Kim DH, Ahn CM (2007) Multi-document summarization based on cluster using non-negative matrix factorization, vol 4363. Springer, LNCS, pp 761–770 Park S, Lee JH, Kim DH, Ahn CM (2007) Multi-document summarization based on cluster using non-negative matrix factorization, vol 4363. Springer, LNCS, pp 761–770
12.
go back to reference Park S, Lee JH, Kim DH, Ahn CM (2007) Multi-document summarization using weighted similarity between topic and clustering-based non-negative matrix factorization, vol 4505. Springer, LNCS, pp 108–115 Park S, Lee JH, Kim DH, Ahn CM (2007) Multi-document summarization using weighted similarity between topic and clustering-based non-negative matrix factorization, vol 4505. Springer, LNCS, pp 108–115
13.
go back to reference Wang D, Li T, Zhu S, Ding C (2008) Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization. In: Proc. annual international ACM SIGIR conference on research and development in information retrieval, Singapore, pp 307–314 Wang D, Li T, Zhu S, Ding C (2008) Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization. In: Proc. annual international ACM SIGIR conference on research and development in information retrieval, Singapore, pp 307–314
14.
go back to reference Nallapati R, Zhou B, Santos CD (2016) Abstractive text summarization using sequence-to-sequence RNNs and beyond. In: Proc. SIGNLL conference on computational natural language learning, pp 280–290 Nallapati R, Zhou B, Santos CD (2016) Abstractive text summarization using sequence-to-sequence RNNs and beyond. In: Proc. SIGNLL conference on computational natural language learning, pp 280–290
15.
go back to reference Khatri C, Singh G, Parikh N (2018) Abstractive and extractive text summarization using document context vector and recurrent neural networks. In: Proc. KDD 2018 deep learning day, London, UK Khatri C, Singh G, Parikh N (2018) Abstractive and extractive text summarization using document context vector and recurrent neural networks. In: Proc. KDD 2018 deep learning day, London, UK
16.
go back to reference Song S, Huang H, Ruan T (2019) Abstractive text summarization using LSTM-CNN based deep learning. Multimed Tools Appl 78:857–874CrossRef Song S, Huang H, Ruan T (2019) Abstractive text summarization using LSTM-CNN based deep learning. Multimed Tools Appl 78:857–874CrossRef
17.
go back to reference Radev DR, Jing H, Stys M, Tam D (2004) Centroid-based summarization of multiple documents. Inf Process Manag 40(6):919–938CrossRef Radev DR, Jing H, Stys M, Tam D (2004) Centroid-based summarization of multiple documents. Inf Process Manag 40(6):919–938CrossRef
18.
go back to reference Afantenos S, Karkaletsis V, Stamatopoulos P (2005) Summarization from medical documents: a survey. Artif Intell Med 33(2):157–177CrossRef Afantenos S, Karkaletsis V, Stamatopoulos P (2005) Summarization from medical documents: a survey. Artif Intell Med 33(2):157–177CrossRef
19.
go back to reference Jones KS (2007) Automatic summarising: the state of the art. Inf Process Manag 43(6):1449–1481CrossRef Jones KS (2007) Automatic summarising: the state of the art. Inf Process Manag 43(6):1449–1481CrossRef
20.
go back to reference Sanderson M (1998) Accurate user directed summarization from existing tools. In: Proc. international conference on information and knowledge management, CIKM’98, Bethesda Maryland, pp 45–51 Sanderson M (1998) Accurate user directed summarization from existing tools. In: Proc. international conference on information and knowledge management, CIKM’98, Bethesda Maryland, pp 45–51
21.
go back to reference Varadarajan R, Hristidis V (2005) Structure-based query-specific document summarization. In: Proc. international conference on information and knowledge management, Bremen Germany, pp 231–232 Varadarajan R, Hristidis V (2005) Structure-based query-specific document summarization. In: Proc. international conference on information and knowledge management, Bremen Germany, pp 231–232
22.
go back to reference Garcia LFF, Lima JVD, Loh S (2007) Using ontological modelling in a context-aware summarization system to adapt text for Mobile device, vol 5412. Springer, LNCS, pp 144–154 Garcia LFF, Lima JVD, Loh S (2007) Using ontological modelling in a context-aware summarization system to adapt text for Mobile device, vol 5412. Springer, LNCS, pp 144–154
23.
go back to reference Jung H, Chung K (2016) Knowledge-based dietary nutrition recommendation for obese management. Inf Technol Manag 17(1):29–42CrossRef Jung H, Chung K (2016) Knowledge-based dietary nutrition recommendation for obese management. Inf Technol Manag 17(1):29–42CrossRef
24.
go back to reference Kim SH, Chung K (2016) Emergency situation monitoring service using context motion tracking of chronic disease patients. Clust Comput 18(2):747–759CrossRef Kim SH, Chung K (2016) Emergency situation monitoring service using context motion tracking of chronic disease patients. Clust Comput 18(2):747–759CrossRef
25.
go back to reference Chung K, Na Y, Lee JH (2013) Interactive design recommendation using sensor based smart Wear and weather WebBot. Wirel Pers Commun 73(2):243–256CrossRef Chung K, Na Y, Lee JH (2013) Interactive design recommendation using sensor based smart Wear and weather WebBot. Wirel Pers Commun 73(2):243–256CrossRef
26.
go back to reference Chung K, Park RC (2016) PHR open platform based smart health service using distributed object group framework. Clust Comput 19(1):505–517CrossRef Chung K, Park RC (2016) PHR open platform based smart health service using distributed object group framework. Clust Comput 19(1):505–517CrossRef
27.
go back to reference Kim JC, Chung K (2017) Depression index service using knowledge based crowdsourcing in smart health. Wirel Pers Commun 93(1):255–268CrossRef Kim JC, Chung K (2017) Depression index service using knowledge based crowdsourcing in smart health. Wirel Pers Commun 93(1):255–268CrossRef
28.
go back to reference Yoo H, Chung K (2017) PHR based diabetes index service model using life behavior analysis. Wirel Pers Commun 93(1):161–174CrossRef Yoo H, Chung K (2017) PHR based diabetes index service model using life behavior analysis. Wirel Pers Commun 93(1):161–174CrossRef
29.
go back to reference Herrmann M, Zhang R, Ning KC, Diaz C, Preneel B (2014) Censorship-resistant and privancy-preserving distributed web search. In: Proc. 14th IEEE international conference on peer-to-peer computing Herrmann M, Zhang R, Ning KC, Diaz C, Preneel B (2014) Censorship-resistant and privancy-preserving distributed web search. In: Proc. 14th IEEE international conference on peer-to-peer computing
30.
go back to reference Kim J, Chung K (2018) Mining health-risk factors using PHR similarity in a hybrid P2P network. Peer-to-Peer Netw Appl 11(6):1278–1287CrossRef Kim J, Chung K (2018) Mining health-risk factors using PHR similarity in a hybrid P2P network. Peer-to-Peer Netw Appl 11(6):1278–1287CrossRef
31.
go back to reference Kim SH, Chung K (2015) Emergency situation monitoring service using context motion tracking of chronic disease patients. Clust Comput 18(2):747–759CrossRef Kim SH, Chung K (2015) Emergency situation monitoring service using context motion tracking of chronic disease patients. Clust Comput 18(2):747–759CrossRef
32.
go back to reference Chung K, Kim JC, Park RC (2016) Knowledge-based health service considering user convenience using hybrid Wi-fi P2P. Inf Technol Manag 17(1):67–80CrossRef Chung K, Kim JC, Park RC (2016) Knowledge-based health service considering user convenience using hybrid Wi-fi P2P. Inf Technol Manag 17(1):67–80CrossRef
33.
go back to reference Herrmann M, Zhang R, Ning KC, Diaz C, Preneel B (2014) Descriptino of the YaCy distributed web search engine. Technicla report. KU Leuven ESAT/COSIC, iMinds Herrmann M, Zhang R, Ning KC, Diaz C, Preneel B (2014) Descriptino of the YaCy distributed web search engine. Technicla report. KU Leuven ESAT/COSIC, iMinds
36.
go back to reference Lin CY (2004) ROUGE: a package for automatic evaluation of summaries. In: Proc. workshop on text summarization branches out, post-conference workshop of ACL, Barcelona Spain Lin CY (2004) ROUGE: a package for automatic evaluation of summaries. In: Proc. workshop on text summarization branches out, post-conference workshop of ACL, Barcelona Spain
Metadata
Title
Mobile IoT device summarizer using P2P web search engine and inherent characteristic of contents
Authors
Sun Park
ByungRea Cha
Kyungyong Chung
JongWon Kim
Publication date
25-07-2019
Publisher
Springer US
Published in
Peer-to-Peer Networking and Applications / Issue 2/2020
Print ISSN: 1936-6442
Electronic ISSN: 1936-6450
DOI
https://doi.org/10.1007/s12083-019-00780-w

Other articles of this Issue 2/2020

Peer-to-Peer Networking and Applications 2/2020 Go to the issue

Premium Partner