Automatic construction of concept maps

In educational environments, concept maps are used to aid students to understand concepts as the students are encouraged to actively construct concept and relationships based on certain topics. In addition, concept maps can be used in extracting information from text books, laboratory, studio and/or other fields of studies, reading articles in newspapers and journals and planning a paper or exposition [4]. Concept maps facilitate creative thinking, enabling the user to make relationships between concepts. Apart from being use in educational environments, concept maps can be used in businesses. Some of the uses include note taking, summarizing, idea generating and knowledge creation.[4]

[1]  M. Callon,et al.  Mapping the dynamics of science and technology : sociology of science in the real world , 1988 .

[2]  Richard A. Harshman,et al.  Indexing by Latent Semantic Analysis , 1990, J. Am. Soc. Inf. Sci..

[3]  George A. Miller,et al.  Introduction to WordNet: An On-line Lexical Database , 1990 .

[4]  Stephen Muggleton,et al.  Efficient Induction of Logic Programs , 1990, ALT.

[5]  Stephen Grossberg,et al.  Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system , 1991, Neural Networks.

[6]  Daniel Dominic Sleator,et al.  Parsing English with a Link Grammar , 1995, IWPT.

[7]  Brian R. Gaines,et al.  Using Knowledge Acquisition and Representation Tools to Support Scientific Communities , 1994, AAAI.

[8]  M. G. Jones,et al.  The concept map as a research and evaluation tool: Further evidence of validity , 1994 .

[9]  Masafumi Hagiwara.  Self-organizing concept maps , 1995, 1995 IEEE International Conference on Systems, Man and Cybernetics. Intelligent Systems for the 21st Century.

[10]  David Leake,et al.  Case-Based Reasoning: Experiences, Lessons and Future Directions , 1996 .

[11]  E. Baker,et al.  Construct Validation of an Approach to Modeling Cognitive Structure of U.S. History Knowledge , 1996 .

[12]  A. Wierzbicka.  Semantics: Primes and Universals , 1996 .

[13]  Thorsten Joachims,et al.  Making large scale SVM learning practical , 1998 .

[14]  Diana C. Rice,et al.  Using Concept Maps to Assess Student Learning in the Science Classroom: Must Different Methods Compete?. , 1998 .

[15]  Anil K. Jain,et al.  Data clustering: a review , 1999, CSUR.

[16]  H. Suen,et al.  Concept Map Assessment of Classroom Learning: Reliability, Validity, and Logistical Practicality , 1999 .

[17]  Nina Wacholder,et al.  Extracting Names from Natural-Language Text , 2000 .

[18]  Jeffrey A. Johnsen,et al.  Concept mapping in mental health: uses and adaptations , 2000 .

[19]  Amílcar Cardoso,et al.  Clouds: A Module for Automatic Learning of Concept Maps , 2000, Diagrams.

[20]  Chih-Yang Lin,et al.  A Two-Phase Fuzzy Mining and Learning Algorithm for Adaptive Learning Environment , 2001, International Conference on Computational Science.

[21]  Takashi Maeda,et al.  A Semi-Automatic Construction Method of Concept Map Based on Dialog Contents , 2001 .

[22]  Steffen Staab,et al.  Learning Ontologies for the Semantic Web , 2001 .

[23]  Amílcar Cardoso,et al.  Automatic Reading and Learning from Text , 2001 .

[24]  Robert R. Hoffman,et al.  An Empirical Comparison of Methods for Eliciting and Modeling Expert Knowledge , 2002 .

[25]  Yorick Wilks,et al.  User-Centred Ontology Learning for Knowledge Management , 2002, NLDB.

[26]  Shih-Hung Wu,et al.  SOAT: A Semi-Automatic Domain Ontology Acquisition Tool from Chinese Corpus , 2002, COLING.

[27]  Ah-Hwee Tan,et al.  Knowledge discovery from texts: a concept frame graph approach , 2002, CIKM '02.

[28]  Shigenori Inagaki,et al.  Collaborative concept mapping software to reconstruct learning processes , 2002, International Conference on Computers in Education, 2002. Proceedings..

[29]  David E. Millard,et al.  Automatic Ontology-Based Knowledge Extraction from Web Documents , 2003, IEEE Intell. Syst..

[30]  Aldo Gangemi,et al.  Ontology Learning and Its Application to Automated Terminology Translation , 2003, IEEE Intell. Syst..

[31]  Maria Jakovljevic,et al.  Concept mapping and appropriate instructional strategies in promoting programming skills of holistic learners , 2003 .

[32]  Thomas Reichherzer,et al.  Knowledge modeling and the creation of El-Tech: a performance support and training system for electronic technicians , 2003, Expert Syst. Appl..

[33]  Steffen Staab,et al.  Ontology Learning , 2004, Encyclopedia of Machine Learning and Data Mining.

[34]  Shian-Shyong Tseng,et al.  A new approach for constructing the concept map , 2004, IEEE International Conference on Advanced Learning Technologies, 2004. Proceedings..

[35]  R.L. Upchurch,et al.  Using concept maps to assess design process knowledge , 2004, 34th Annual Frontiers in Education, 2004. FIE 2004..

[36]  Francisco Edson Lopes da Rocha,et al.  A new approach to meaningful learning assessment using concept maps: ontologies and genetic algorithms , 2004 .

[37]  Shian-Shyong Tseng,et al.  A new approach for constructing the concept map , 2004, IEEE International Conference on Advanced Learning Technologies, 2004. Proceedings..

[38]  J. Novak.  The Theory Underlying Concept Maps and How To Construct Them , 2004 .

[39]  D. Mladení,et al.  Semi-automatic construction of topic ontology , 2005 .

[40]  Edward A. Fox,et al.  Using concept maps in digital libraries as a cross-language resource discovery tool , 2005, Proceedings of the 5th ACM/IEEE-CS Joint Conference on Digital Libraries (JCDL '05).

[41]  Marco Arguedas,et al.  Concept Maps: Integrating Knowledge and Information Visualization , 2005, Knowledge and Information Visualization.

[42]  Andrew E. Smith,et al.  Evaluation of unsupervised semantic mapping of natural language with Leximancer concept mapping , 2006, Behavior research methods.

[43]  A. Rendas,et al.  Toward meaningful learning in undergraduate medical education using concept maps in a PBL pathophysiology course. , 2006, Advances in physiology education.

[44]  B. Goertzel,et al.  AUTOMATIC CREATION AND TRANSLATION OF CONCEPT MAPS FOR COMPUTER SCIENCE-RELATED THESES AND DISSERTATIONS , 2006 .

[45]  Ryen W. White,et al.  Concept maps to support oral history search and use , 2006, Proceedings of the 6th ACM/IEEE-CS Joint Conference on Digital Libraries (JCDL '06).

[46]  R. T. Boon.  Computer-Based Concept Mapping: A Review , 2008 .

[47]  Xin-She Yang,et al.  Introduction to Algorithms , 2021, Nature-Inspired Optimization Algorithms.

[48]  Chen Sun,et al.  Learning Concepts and Taxonomic Relations by Metric Learning for Regression , 2014 .

[49]  C A Nelson,et al.  Learning to Learn , 2017, Encyclopedia of Machine Learning and Data Mining.

[50]  Susan Craw,et al.  Case-Based Reasoning , 2010, Encyclopedia of Machine Learning.