An Enhanced Genetic Approach to Composing Cooperative Learning Groups for Multiple Grouping Criteria

Cooperative learning is known to be an effective educational strategy in enhancing the learning performance of students. The goal of a cooperative learning group is to maximize all members' learning efficacy. This is accomplished via promoting each other's success, through assisting, sharing, mentoring, explaining, and encouragement. To achieve the goal of cooperative learning, it is very important to organize well-structured cooperative learning groups. In this study, an enhanced genetic algorithm is proposed to organize cooperative learning groups to meet multiple grouping criteria. To show the usefulness of the algorithm, this study presents a case that, for a given course, the teacher sets the criteria of grouping that each concept of a certain course topic is precisely understood by at least one of the peer students in each group, and the average learning achievement of each group is approximately identical. Based on our enhanced genetic algorithm, an assistant system for organizing cooperative learning groups has been developed. Experimental results have shown that the enhanced approach is able to efficiently organize cooperative learning groups that more fit the instructional objectives set by the instructor.

[1]  David Albury Management Information Systems (Third Edition) , 1984 .

[2]  Hussein M. Yaghi,et al.  Effect of cooperative learning on the acquisition of second language rules and mechanics , 1998 .

[3]  Irit Bar-Natan,et al.  Writing development of Arab and Jewish students using cooperative learning (CL) and computer-mediated communication (CMC) , 2002, Comput. Educ..

[4]  E. Lemke,et al.  Group variables influencing the transfer of conceptual behavior. , 1971 .

[5]  Lalit M. Patnaik,et al.  Adaptive probabilities of crossover and mutation in genetic algorithms , 1994, IEEE Trans. Syst. Man Cybern..

[6]  Kalyanmoy Deb,et al.  Muiltiobjective Optimization Using Nondominated Sorting in Genetic Algorithms , 1994, Evolutionary Computation.

[7]  Janet Macdonald,et al.  Assessing online collaborative learning: process and product , 2003, Comput. Educ..

[8]  James D. Klein,et al.  Effects of Informal Cooperative Learning and the Affiliation Motive on Achievement, Attitude, and Student Interactions. , 2000, Contemporary educational psychology.

[9]  N. Webb,et al.  Short Circuits or Superconductors? Effects of Group Composition on High-Achieving Students’ Science Assessment Performance , 2002 .

[10]  E. Cohen Restructuring the Classroom: Conditions for Productive Small Groups , 1994 .

[11]  Chien Chou,et al.  Experiencing CORAL: design and implementation of distant cooperative learning , 1996 .

[12]  T. L. Kelley The selection of upper and lower groups for the validation of test items. , 1939 .

[13]  Adolfo Guzmán-Arenas,et al.  EVA: an interactive Web-based collaborative learning environment , 2002, Comput. Educ..

[14]  G. Balady Survival of the fittest--more evidence. , 2002, New England Journal of Medicine.

[15]  Simon Hooper The effects of persistence and small group interaction during computer-based instruction , 2003, Comput. Hum. Behav..

[16]  Zemira R. Mevarech,et al.  Who Benefits from Cooperative Computer-Assisted Instruction? , 1993 .

[17]  Vincent Tinto,et al.  Leaving College: Rethinking the Causes and Cures of Student Attrition. , 1988 .

[18]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[19]  S. Veenman,et al.  Cooperative learning and teacher education. , 2002 .

[20]  David Smith,et al.  The association between cognitive style and accounting students' preference for cooperative learning: an empirical investigation , 2000 .

[21]  S. Schwartz,et al.  Leaving College: Rethinking the Causes and Cures of Student Attrition , 1987 .

[22]  Simon Hooper,et al.  Cooperative CBI: The Effects of Heterogeneous versus Homogeneous Grouping on the Learning of Progressively Complex Concepts , 1988 .

[23]  K. Smith Cooperative learning: Making “groupwork” work , 1996 .

[24]  R. Slavin Research on Cooperative Learning: Consensus and Controversy. , 1990 .

[25]  Paul A. Kirschner,et al.  Using integrated electronic environments for collaborative teaching/learning , 2001 .

[26]  Scott D. Johnson,et al.  Team development and group processes of virtual learning teams , 2002, Comput. Educ..

[27]  G. L. Huber Processes of decision-making in small learning groups , 2003 .

[28]  Chien Chou,et al.  Developing web-based curricula: Issues and challenges , 2002 .

[29]  Starr Roxanne Hiltz,et al.  The Virtual Classroom: Learning Without Limits Via Computer Networks , 1994 .

[30]  Davinia Hernández Leo,et al.  COLLAGE: A collaborative Learning Design editor based on patterns , 2006, J. Educ. Technol. Soc..

[31]  David W. Johnson,et al.  Making cooperative learning work , 1999 .

[32]  David W. Dalton,et al.  Effects of individual and cooperative computer-assisted instruction on student performance and attitudes , 1989 .

[33]  Miguel Nussbaum,et al.  Dynamic Grouping in Collaborative Learning Supported by Wireless Handhelds , 2005, J. Educ. Technol. Soc..

[34]  Ton de Jong,et al.  Effects of within-class ability grouping on social interaction, achievement, and motivation , 2005 .

[35]  Y. Lou,et al.  Within-Class Grouping: A Meta-Analysis , 1996 .

[36]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[37]  Teresa Roselli,et al.  Can a Hypermedia Cooperative e-Learning Environment Stimulate Constructive Collaboration? , 2006, J. Educ. Technol. Soc..

[38]  Goldberg,et al.  Genetic algorithms , 1993, Robust Control Systems with Genetic Algorithms.

[39]  Karol I. Pelc,et al.  The virtual classroom: Learning without limits via computer networks , 1996 .

[40]  Alexander W. Chizhik,et al.  Equity Issues in Collaborative Group Assessment: Group Composition and Performance , 1998 .

[41]  Kalyanmoy Deb,et al.  Simulated Binary Crossover for Continuous Search Space , 1995, Complex Syst..

[42]  J. Klingner,et al.  The Helping Behaviors of Fifth Graders While Using Collaborative Strategic Reading During ESL Content Classes , 2000 .

[43]  Simon Hooper,et al.  Cooperative learning and computer-based instruction , 1992 .

[44]  Marcia W. Keyser,et al.  Active learning and cooperative learning: understanding the difference and using both styles effectively , 2000 .

[45]  Merrill Swain,et al.  Integrating Language and Content Teaching through Collaborative Tasks , 2001 .

[46]  G. Ghaith The relationship between cooperative learning, perception of social support, and academic achievement , 2002 .

[47]  M. Porto Cooperative writing response groups and self-evaluation , 2001 .

[48]  David W. Johnson,et al.  Active Learning: Cooperation in the College Classroom , 2006 .

[49]  Y. Lou,et al.  Small Group and Individual Learning with Technology: A Meta-Analysis , 2001 .

[50]  David W. Johnson,et al.  Cooperative learning and achievement. , 1990 .