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.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.References
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)
Alonso S, Pérez IJ, Cabrerizo FJ, Herrera-Viedma E (2013) A linguistic consensus model for Web 2.0 communities. Appl Soft Comput 13(1):149–157
Amazon Web Services (2013) AWS SDK for PHP
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
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
Arjuan I, Walsh P (2013) jsDatePick
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
Brent Robertson BA (2008) A software-based lessons learned management system: enhancing knowledge management in organizations. In: Proceedings of the de IIE annual conference
Breslin J, Decker S (2007) The future of social networks on the internet: the need for semantics. IEEE internet Comput 11(6):86–90
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
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
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)
Chatti MA (2012) Knowledge management: a personal knowledge network perspective. J Knowl Manag 16(5):829–844
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):154–177
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):39–50
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):1150–1160
Facebook (2013) Facebook SDK PHP
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):21–31
FancyApps T, Skarneli J (2013) Fancybox API
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 5518:299–306
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
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
Haas MR, Hansen MT (2007) Different knowledge, different benefits: toward a productivity perspective on knowledge sharing in organizations. Strateg Manag J 28(11):1133–1153
Herrero Á, Sáiz-Bárcena L, Manzanedo MA, Corchado E (2016) A hybrid proposal for cross-sectoral analysis of knowledge management. Soft Comput (online)
jQuery Foundation T (2013) JQuery API
Kakabadse NK, Kouzmin A, Kakabadse A (2001) From tacit knowledge to knowledge management: leveraging invisible assets. Knowl Process Manag 8(3):137–154
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
Laura L, Gianluigi M (2015) Searching the Web for illegal content: the anatomy of a semantic search engine. Soft Comput 18(1):1–8
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
Miller R (2005) The evolution of knowledge management: this time it’s personal, E-content
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
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
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
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):25–52
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):418–434
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)
Nonaka I, Peltokorpi V (2006) Objectivity and subjectivity in knowledge management: a review of 20 top articles. Knowl Process Manag 13(2):73–82
Pandey SC, Nandi GC (2016) Convergence of knowledge, nature and computations: a review. Soft Comput 20(1):319–342
Pauleen D (2009) Personal knowledge management: putting the person back into the knowledge equation. Online Inf Rev 33(2):221–224
Pettersson L (2008) Googchart: PHP Google chart class
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):1021–1039
Richter MM, Weber RO (2013) Knowledge management. In: Case-based Reason. Springer, pp 487–505
Schatten M (2013) Knowledge management in semantic social networks. Comput Math Organ Theory 19(4):538–568
Spender J (2006) Method, philosophy and empirics in KM and IC. J Intellect Cap 7(1):12–28
Suárez Barón M, Kathleen S (2009) An approach to semantic indexing and information retrieval. Revista Facultad de Ingeniería Universidad de Antioquia 48:174–187
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
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
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
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Ethical approval
This article does not contain any studies with human participants performed by any of the authors.
Additional information
Communicated by V. Loia.
Rights and permissions
About this article
Cite this article
López-Quintero, J.F., Cueva Lovelle, J.M., González Crespo, R. et al. A personal knowledge management metamodel based on semantic analysis and social information. Soft Comput 22, 1845–1854 (2018). https://doi.org/10.1007/s00500-016-2437-y
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00500-016-2437-y