Dynamic knowledge mapping guided by data mining: Application on Healthcare

The capitalization of know-how, knowledge management, and the control of the constantly growing information mass has become the new strategic challenge for organizations that aim to capture the entire wealth of knowledge (tacit and explicit). Thus, knowledge mapping is a means of (cognitive) navigation to access the resources of the strategic heritage knowledge of an organization. In this paper, we present a new mapping approach based on the Boolean modeling of critical domain knowledge and on the use of different data sources via the data mining technique in order to improve the process of acquiring knowledge explicitly. To evaluate our approach, we have initiated a process of mapping that is guided by machine learning that is artificially operated in the following two stages: data mining and automatic mapping. Data mining is be initially run from an induction of Boolean case studies (explicit). The mapping rules are then used to automatically improve the Boolean model of the mapping of critical knowledge

[1]  L Benjamin.  Cartographier les connaissances critiques : une démarche stratégique pour l'entreprise , 1970 .

[2]  J. Ross Quinlan,et al.  Unknown Attribute Values in Induction , 1989, ML.

[3]  Ian H. Witten,et al.  Data mining - practical machine learning tools and techniques, Second Edition , 2005, The Morgan Kaufmann series in data management systems.

[4]  Toshinori Munakata,et al.  Knowledge discovery , 1999, Commun. ACM.

[5]  Nhien-An Le-Khac,et al.  Distributed Knowledge Map for Mining Data on Grid Platforms , 2007 .

[6]  Michel Grundstein,et al.  From Capitalizing on Company Knowledge to Knowledge Management , 2000 .

[7]  Bouziane Beldjilali,et al.  Neuro-IG: A Hybrid System for Selection and Elimination of Predictor Variables and non Relevant Individuals , 2007, Informatica.

[8]  Gregory Piatetsky-Shapiro,et al.  The KDD process for extracting useful knowledge from volumes of data , 1996, CACM.

[9]  Gérard Aubertin,et al.  Knowledge Mapping: A Strategic Entry Point to Knowledge Management , 2010 .

[10]  Jean-Louis Ermine.  A theoretical and formal model for knowledge management systems , 2005 .

[11]  Petra Perner,et al.  Data Mining - Concepts and Techniques , 2002, Künstliche Intell..

[12]  Baghdad Atmani,et al.  Vers une Cartographie des Connaissances Guidée par la Fouille des Données , 2009, CIIA.

[13]  Nada Matta,et al.  Knowledge Capitalization with a Knowledge Engineering Approach: The Mask Method , 2002 .

[14]  อนิรุธ สืบสิงห์,et al.  Data Mining Practical Machine Learning Tools and Techniques , 2014 .

[15]  Imed Boughzala,et al.  Critical knowledge map as a decision tool for knowledge transfer actions , 2006 .

[16]  Simone Ochsner,et al.  The Mapping of Knowledge , 2010 .

[17]  Myriam Lewkowicz,et al.  Project Memory in Design , 2001 .

[18]  野中 郁次郎,et al.  The knowledge-creating company , 2008 .

[19]  Bouziane Beldjilali,et al.  Knowledge Discovery in Database: Induction Graph and Cellular Automaton , 2007, Comput. Informatics.

[20]  Jean-Louis Ermine,et al.  Applied Knowledge Management: a set of well-tried tools. , 2006 .

[21]  Imed Boughzala,et al.  Using cartography to sustain inter-generation knowledge transfer: the M3C methodology , 2005 .

[22]  Shouhong Wang,et al.  A knowledge management approach to data mining process for business intelligence , 2008, Ind. Manag. Data Syst..

[23]  Heikki Mannila,et al.  Principles of Data Mining , 2001, Undergraduate Topics in Computer Science.

[24]  Thomas G. Dietterich.  What is machine learning? , 2020, Archives of Disease in Childhood.

[25]  Baghdad Atmani,et al.  CARTOCEL : un outil de cartographie des connaissances guidée par la machine cellulaire CASI , 2010, EGC.

[26]  Yanyi. Yang,et al.  Knowledge discovery and data mining in databases , 2002 .

[27]  P. Lévy,et al.  Les arbres de connaissances , 1998 .

[28]  Antonio Carlos de Oliveira Barroso,et al.  Knowledge evaluation for knowledge management implementation: a case study of the radiopharmaceutical centre of IPEN , 2006 .

[29]  Thierry Isckia,et al.  Community of Practice and Organizational Design , 2006 .

[30]  Jelena Mamčenko,et al.  Data mining for knowledge management in technology enhanced learning , 2007 .

[31]  P. Lapostolle.  Collection Technique et Scientifique des Télécommunications , 1978 .

[32]  J. E. Romão.  Pedagogias de Paulo Freire , 2008 .

[33]  Jean-Louis Ermine,et al.  Méthodes de cartographie pour l'alignement stratégique de la gestion des connaissances , 2008 .

[34]  Padhraic Smyth,et al.  Knowledge Discovery and Data Mining: Towards a Unifying Framework , 1996, KDD.

[35]  Nigel Shadbolt,et al.  Knowledge Mapping for Industrial Purposes , 1999 .

[36]  J. Ross Quinlan,et al.  Induction of Decision Trees , 1986, Machine Learning.