Skip to main content
Erschienen in: Soft Computing 6/2018

16.11.2016 | Methodologies and Application

A personal knowledge management metamodel based on semantic analysis and social information

verfasst von: J. F. López-Quintero, J. M. Cueva Lovelle, R. González Crespo, V. García-Díaz

Erschienen in: Soft Computing | Ausgabe 6/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This article describes the development of a functional architecture for personal knowledge management (PKM), defined from the lessons-learnt concept registered in a mass-use social network analyzed with an algorithm of machine learning. This functional architecture applies, in practical manner, the implementation of a registry system of the personal lessons learnt in the cloud through a Facebook social network. The process starts by acquiring data from the connection to a non-relational database (NoSql) in Amazon’s SimpleDB and to which a complementary analysis algorithm of machine learning has been configured for the semantic analysis of the information registered from lessons learnt and, thus, to study the generation of organizational knowledge management from PKM. The result is the design of a functional architecture that permits integrating the Web 2.0 application and a semantic analysis algorithm from unstructured information by applying machine learning techniques.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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 "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!

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!

Literatur
Zurück zum Zitat Alberto Carrasco R, Sánchez-Fernández J, Muñoz-Leiva F, Francisca Blasco M, Herrera-Viedma E (2015) Evaluation of the hotels e-services quality under the user’s experience. Soft Comput (online) Alberto Carrasco R, Sánchez-Fernández J, Muñoz-Leiva F, Francisca Blasco M, Herrera-Viedma E (2015) Evaluation of the hotels e-services quality under the user’s experience. Soft Comput (online)
Zurück zum Zitat Alonso S, Pérez IJ, Cabrerizo FJ, Herrera-Viedma E (2013) A linguistic consensus model for Web 2.0 communities. Appl Soft Comput 13(1):149–157CrossRef Alonso S, Pérez IJ, Cabrerizo FJ, Herrera-Viedma E (2013) A linguistic consensus model for Web 2.0 communities. Appl Soft Comput 13(1):149–157CrossRef
Zurück zum Zitat Amazon Web Services (2013) AWS SDK for PHP Amazon Web Services (2013) AWS SDK for PHP
Zurück zum Zitat Ammann E (2008) A meta-model for knowledge management. In: de Proceedings of the 5th international conference on intellectual capital, knowledge management and organisational learning Ammann E (2008) A meta-model for knowledge management. In: de Proceedings of the 5th international conference on intellectual capital, knowledge management and organisational learning
Zurück zum Zitat Anacleto R, Figueiredo L, Almeida A, Novais P, Meireles A (2015) Step characterization using sensor information fusion and machine learning. Int J Interact Multimed Artif Intell 3(5):53–60 Anacleto R, Figueiredo L, Almeida A, Novais P, Meireles A (2015) Step characterization using sensor information fusion and machine learning. Int J Interact Multimed Artif Intell 3(5):53–60
Zurück zum Zitat Berthold M, Cebron N, Dill F, Gabriel T, Kotter T, Meinl T, Ohl P, Sieb C, Thiel K (2008) KNIME: the Konstanz information miner. In: de Data analysis, machine learning and applications. Springer, Berlin, pp 319–326 Berthold M, Cebron N, Dill F, Gabriel T, Kotter T, Meinl T, Ohl P, Sieb C, Thiel K (2008) KNIME: the Konstanz information miner. In: de Data analysis, machine learning and applications. Springer, Berlin, pp 319–326
Zurück zum Zitat Brent Robertson BA (2008) A software-based lessons learned management system: enhancing knowledge management in organizations. In: Proceedings of the de IIE annual conference Brent Robertson BA (2008) A software-based lessons learned management system: enhancing knowledge management in organizations. In: Proceedings of the de IIE annual conference
Zurück zum Zitat Breslin J, Decker S (2007) The future of social networks on the internet: the need for semantics. IEEE internet Comput 11(6):86–90CrossRef Breslin J, Decker S (2007) The future of social networks on the internet: the need for semantics. IEEE internet Comput 11(6):86–90CrossRef
Zurück zum Zitat Cabrerizo FJ, Urena R, Morente-Molinera JA, Pedrycz W, Chiclana F, Herrera-Viedma E (2015) A new selection process based on granular computing for group decision making problems. In: de Communications in computer and information science. Springer, Andorra, pp 13–24 Cabrerizo FJ, Urena R, Morente-Molinera JA, Pedrycz W, Chiclana F, Herrera-Viedma E (2015) A new selection process based on granular computing for group decision making problems. In: de Communications in computer and information science. Springer, Andorra, pp 13–24
Zurück zum Zitat Cantador I, Castells P (2006) Multilayered semantic social network modeling by ontology-based user profiles clustering: application to collaborative filtering, lecture notes in computer science. Springer, pp 334–349 Cantador I, Castells P (2006) Multilayered semantic social network modeling by ontology-based user profiles clustering: application to collaborative filtering, lecture notes in computer science. Springer, pp 334–349
Zurück zum Zitat Cardenas J, Spinola M (2013) Role of knowledge management systems within the expertise transfer. In: 2013 Proceedings of the PICMET’13 de Technology Management in the IT-driven services (PICMET) Cardenas J, Spinola M (2013) Role of knowledge management systems within the expertise transfer. In: 2013 Proceedings of the PICMET’13 de Technology Management in the IT-driven services (PICMET)
Zurück zum Zitat Chatti MA (2012) Knowledge management: a personal knowledge network perspective. J Knowl Manag 16(5):829–844CrossRef Chatti MA (2012) Knowledge management: a personal knowledge network perspective. J Knowl Manag 16(5):829–844CrossRef
Zurück zum Zitat De Maio C, Fenza G, Gallo M, Loia V, Senatore S (2014) Formal and relational concept analysis for fuzzy-based automatic semantic annotation. Appl Intell 40(1):154–177CrossRef De Maio C, Fenza G, Gallo M, Loia V, Senatore S (2014) Formal and relational concept analysis for fuzzy-based automatic semantic annotation. Appl Intell 40(1):154–177CrossRef
Zurück zum Zitat De Maio C, Fenza G, Loia V, Orciuolib F, Herrera-Viedma E (2016) A framework for context-aware heterogeneous group decision making in business processes. Knowl-Based Syst 102(15):39–50CrossRef De Maio C, Fenza G, Loia V, Orciuolib F, Herrera-Viedma E (2016) A framework for context-aware heterogeneous group decision making in business processes. Knowl-Based Syst 102(15):39–50CrossRef
Zurück zum Zitat Delen D, Zaim H, Kuzey C, Zaim S (2013) A comparative analysis of machine learning systems for measuring the impact of knowledge management practices. Decis Support Syst 1(54):1150–1160CrossRef Delen D, Zaim H, Kuzey C, Zaim S (2013) A comparative analysis of machine learning systems for measuring the impact of knowledge management practices. Decis Support Syst 1(54):1150–1160CrossRef
Zurück zum Zitat Fahey DF, Burbridge G (2008) Application of diffusion of innovations models in hospital knowledge management systems: lessons to be learned in complex organizations. Hosp Top 86(2):21–31CrossRef Fahey DF, Burbridge G (2008) Application of diffusion of innovations models in hospital knowledge management systems: lessons to be learned in complex organizations. Hosp Top 86(2):21–31CrossRef
Zurück zum Zitat FancyApps T, Skarneli J (2013) Fancybox API FancyApps T, Skarneli J (2013) Fancybox API
Zurück zum Zitat García-Díaz V, Barranquero Tolosa J, Pelayo G-Bustelo BC, Palacios-González E, Sanjuan-Martínez Ó, González Crespo R (2009) TALISMAN MDE framework: an architecture for intelligent model-driven engineering. Lect Notes Comput Sci 5518:299–306CrossRef García-Díaz V, Barranquero Tolosa J, Pelayo G-Bustelo BC, Palacios-González E, Sanjuan-Martínez Ó, González Crespo R (2009) TALISMAN MDE framework: an architecture for intelligent model-driven engineering. Lect Notes Comput Sci 5518:299–306CrossRef
Zurück zum Zitat García-Díaz V, Pascual-Espada J, G-Bustelo CP, Cueva-Lovelle JM (2015) Towards a standard-based domain-specific platform to solve machine learning-based problems. Int J Interact Multimed Artif Intell 3(5):6–12 García-Díaz V, Pascual-Espada J, G-Bustelo CP, Cueva-Lovelle JM (2015) Towards a standard-based domain-specific platform to solve machine learning-based problems. Int J Interact Multimed Artif Intell 3(5):6–12
Zurück zum Zitat Greer S (2008) A lessons-learned knowledge management system for engineers: an organizational lessons-learned system facilitates the transfer of knowledge from one project team to another. Chem Eng 115:50–52 Greer S (2008) A lessons-learned knowledge management system for engineers: an organizational lessons-learned system facilitates the transfer of knowledge from one project team to another. Chem Eng 115:50–52
Zurück zum Zitat Haas MR, Hansen MT (2007) Different knowledge, different benefits: toward a productivity perspective on knowledge sharing in organizations. Strateg Manag J 28(11):1133–1153CrossRef Haas MR, Hansen MT (2007) Different knowledge, different benefits: toward a productivity perspective on knowledge sharing in organizations. Strateg Manag J 28(11):1133–1153CrossRef
Zurück zum Zitat Herrero Á, Sáiz-Bárcena L, Manzanedo MA, Corchado E (2016) A hybrid proposal for cross-sectoral analysis of knowledge management. Soft Comput (online) Herrero Á, Sáiz-Bárcena L, Manzanedo MA, Corchado E (2016) A hybrid proposal for cross-sectoral analysis of knowledge management. Soft Comput (online)
Zurück zum Zitat jQuery Foundation T (2013) JQuery API jQuery Foundation T (2013) JQuery API
Zurück zum Zitat Kakabadse NK, Kouzmin A, Kakabadse A (2001) From tacit knowledge to knowledge management: leveraging invisible assets. Knowl Process Manag 8(3):137–154CrossRef Kakabadse NK, Kouzmin A, Kakabadse A (2001) From tacit knowledge to knowledge management: leveraging invisible assets. Knowl Process Manag 8(3):137–154CrossRef
Zurück zum Zitat Lancieri L, Lepretre E (2015) A new linguistic approach to assess the opinion users in social network environments. In: de Applications of social media and social network analysis. Springer, Switzerland, pp 143–158 Lancieri L, Lepretre E (2015) A new linguistic approach to assess the opinion users in social network environments. In: de Applications of social media and social network analysis. Springer, Switzerland, pp 143–158
Zurück zum Zitat Laura L, Gianluigi M (2015) Searching the Web for illegal content: the anatomy of a semantic search engine. Soft Comput 18(1):1–8 Laura L, Gianluigi M (2015) Searching the Web for illegal content: the anatomy of a semantic search engine. Soft Comput 18(1):1–8
Zurück zum Zitat López-Cruz O, Nelson Obregón N (2015) A network based methodology to reveal patterns in knowledge transfer. Int J Interact Multimed Artif Intell 3(5):67–76 López-Cruz O, Nelson Obregón N (2015) A network based methodology to reveal patterns in knowledge transfer. Int J Interact Multimed Artif Intell 3(5):67–76
Zurück zum Zitat Miller R (2005) The evolution of knowledge management: this time it’s personal, E-content Miller R (2005) The evolution of knowledge management: this time it’s personal, E-content
Zurück zum Zitat Mochón MC (2016) Social network analysis and big data tools applied to the systemic risk supervision. Int J Interact Multimed Artif Intell 3(6):34–37 Mochón MC (2016) Social network analysis and big data tools applied to the systemic risk supervision. Int J Interact Multimed Artif Intell 3(6):34–37
Zurück zum Zitat Molinera JM, Wikström R, Carlsson C, Cabrerizo FJ, Pérez IJ, Herrera-Viedma E (2016) A novel android application design based on fuzzy ontologies to carry out local based group decision making processes. In: de Modeling decisions for artificial intelligence. Springer, Andorra, pp 289–300 Molinera JM, Wikström R, Carlsson C, Cabrerizo FJ, Pérez IJ, Herrera-Viedma E (2016) A novel android application design based on fuzzy ontologies to carry out local based group decision making processes. In: de Modeling decisions for artificial intelligence. Springer, Andorra, pp 289–300
Zurück zum Zitat Montenegro Marín CE, Gaona García PA, Cueva Lovelle JM, Sanjuan Martínez O (2011) Application of model-driven engineering (MDA) for the construction of a tool for domain-specific modeling (DSM) and the creation of modules in learning management systems (LMS) platform independent. Dyna 169:43–52 Montenegro Marín CE, Gaona García PA, Cueva Lovelle JM, Sanjuan Martínez O (2011) Application of model-driven engineering (MDA) for the construction of a tool for domain-specific modeling (DSM) and the creation of modules in learning management systems (LMS) platform independent. Dyna 169:43–52
Zurück zum Zitat Moon H, Lee C (2014) The mediating effect of knowledge-sharing processes on organizational cultural factors and knowledge management effectiveness. Perform Improv Q 26(4):25–52CrossRef Moon H, Lee C (2014) The mediating effect of knowledge-sharing processes on organizational cultural factors and knowledge management effectiveness. Perform Improv Q 26(4):25–52CrossRef
Zurück zum Zitat Morente-Molinera J, Pérez I, Ureña M, Herreda-Viedma E (2016) Creating knowledge databases for storing and sharing people knowledge automatically using group decision making and fuzzy ontologies. Inf Sci 328(20):418–434CrossRef Morente-Molinera J, Pérez I, Ureña M, Herreda-Viedma E (2016) Creating knowledge databases for storing and sharing people knowledge automatically using group decision making and fuzzy ontologies. Inf Sci 328(20):418–434CrossRef
Zurück zum Zitat Nasiri S, Ansari F, Fathi M (2013) Dynamics of knowledge assets and change management perspectives. In: 2013 IEEE International Conference on de Electro/Information Technology (EIT) Nasiri S, Ansari F, Fathi M (2013) Dynamics of knowledge assets and change management perspectives. In: 2013 IEEE International Conference on de Electro/Information Technology (EIT)
Zurück zum Zitat Nonaka I, Peltokorpi V (2006) Objectivity and subjectivity in knowledge management: a review of 20 top articles. Knowl Process Manag 13(2):73–82CrossRef Nonaka I, Peltokorpi V (2006) Objectivity and subjectivity in knowledge management: a review of 20 top articles. Knowl Process Manag 13(2):73–82CrossRef
Zurück zum Zitat Pandey SC, Nandi GC (2016) Convergence of knowledge, nature and computations: a review. Soft Comput 20(1):319–342CrossRef Pandey SC, Nandi GC (2016) Convergence of knowledge, nature and computations: a review. Soft Comput 20(1):319–342CrossRef
Zurück zum Zitat Pauleen D (2009) Personal knowledge management: putting the person back into the knowledge equation. Online Inf Rev 33(2):221–224CrossRef Pauleen D (2009) Personal knowledge management: putting the person back into the knowledge equation. Online Inf Rev 33(2):221–224CrossRef
Zurück zum Zitat Pettersson L (2008) Googchart: PHP Google chart class Pettersson L (2008) Googchart: PHP Google chart class
Zurück zum Zitat Razmerita L, Kirchner K, Sudzina F (2009) Personal knowledge management: the role of Web 2.0 tools for managing knowledge at individual and organisational levels. Online Inf Rev 33(6):1021–1039CrossRef Razmerita L, Kirchner K, Sudzina F (2009) Personal knowledge management: the role of Web 2.0 tools for managing knowledge at individual and organisational levels. Online Inf Rev 33(6):1021–1039CrossRef
Zurück zum Zitat Richter MM, Weber RO (2013) Knowledge management. In: Case-based Reason. Springer, pp 487–505 Richter MM, Weber RO (2013) Knowledge management. In: Case-based Reason. Springer, pp 487–505
Zurück zum Zitat Schatten M (2013) Knowledge management in semantic social networks. Comput Math Organ Theory 19(4):538–568CrossRef Schatten M (2013) Knowledge management in semantic social networks. Comput Math Organ Theory 19(4):538–568CrossRef
Zurück zum Zitat Spender J (2006) Method, philosophy and empirics in KM and IC. J Intellect Cap 7(1):12–28CrossRef Spender J (2006) Method, philosophy and empirics in KM and IC. J Intellect Cap 7(1):12–28CrossRef
Zurück zum Zitat Suárez Barón M, Kathleen S (2009) An approach to semantic indexing and information retrieval. Revista Facultad de Ingeniería Universidad de Antioquia 48:174–187 Suárez Barón M, Kathleen S (2009) An approach to semantic indexing and information retrieval. Revista Facultad de Ingeniería Universidad de Antioquia 48:174–187
Zurück zum Zitat Thovex C, Trichet F (2011) Static and semantic social networks analysis: towards a multidimensional convergent model. In: de COLLA 2011: the first international conference on advanced collaborative networks, systems and applications Thovex C, Trichet F (2011) Static and semantic social networks analysis: towards a multidimensional convergent model. In: de COLLA 2011: the first international conference on advanced collaborative networks, systems and applications
Zurück zum Zitat Widén G (2011) Social capital and knowledge sharing—lessons learned. In: Camarinha-Matos L, Afsarmanesh H (eds) de Adaptation and value creating collaborative networks, vol 362. Springer, Berlin, pp 48–57 Widén G (2011) Social capital and knowledge sharing—lessons learned. In: Camarinha-Matos L, Afsarmanesh H (eds) de Adaptation and value creating collaborative networks, vol 362. Springer, Berlin, pp 48–57
Zurück zum Zitat Wiedemann G (2016) Computer-assisted text analysis in the social sciences. In: de Text mining for qualitative data analysis in the social sciences. Springer Fachmedien Wiesbaden, pp 17–54 Wiedemann G (2016) Computer-assisted text analysis in the social sciences. In: de Text mining for qualitative data analysis in the social sciences. Springer Fachmedien Wiesbaden, pp 17–54
Metadaten
Titel
A personal knowledge management metamodel based on semantic analysis and social information
verfasst von
J. F. López-Quintero
J. M. Cueva Lovelle
R. González Crespo
V. García-Díaz
Publikationsdatum
16.11.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 6/2018
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-016-2437-y

Weitere Artikel der Ausgabe 6/2018

Soft Computing 6/2018 Zur Ausgabe