Individual Learning Pattern Related to Intention - with a Biological Model of Knowledge Construction

In an e-learning system, it is difficult to grasp the learner’s condition for learning. In the face-to-face learning environment, we tend to notice if there is something unusual about learners and help them out of difficulties. In addition, we often cannot keep learners from dropping out of the e-learning course. This suggests a requirement for a research study specially focused on how to predict the learner’s condition with the learning log data in the elearning system. Therefore, we drew up a learning model with biological knowledge from the latest molecular biology and brain science. In this paper, results from our learning model were verified by comparison with real learning log data in an e-learning system. Our model suggests that there is a learning type with high intention who prefers to learn in a short term in order to construct his/her knowledge. Then we examined the data related to intention, and it correlated closely with the learning period of one exercise.

[1]  Ann-Shyn Chiang,et al.  The staufen/pumilio Pathway Is Involved in Drosophila Long-Term Memory , 2003, Current Biology.

[2]  M. Egan,et al.  Serotonin Transporter Genetic Variation and the Response of the Human Amygdala , 2002, Science.

[3]  Toshiaki Honda,et al.  Social and Biological Model of Cognitive Development and Learning Pattern , 2005, CELDA.

[4]  Qian Li,et al.  Genetic perspectives on the serotonin transporter , 2001, Brain Research Bulletin.

[5]  E. Kandel,et al.  Cognitive Neuroscience and the Study of Memory , 1998, Neuron.

[6]  T. Bliss,et al.  A synaptic model of memory: long-term potentiation in the hippocampus , 1993, Nature.

[7]  E. Shimizu,et al.  Genetic enhancement of learning and memory in mice , 1999, Nature.

[8]  Maggie McPherson,et al.  Pedagogical and Implementation Models for E-Learning Continuing Professional Distance Education (CPDE) Emerging from Action Research , 2002 .

[9]  R. M. Cooper,et al.  Effects of enriched and restricted early environments on the learning ability of bright and dull rats. , 1958, Canadian journal of psychology.

[10]  Mu-ming Poo,et al.  Neurotrophins as synaptic modulators , 2001, Nature Reviews Neuroscience.

[11]  A. Damasio The Feeling of What Happens: Body and Emotion in the Making of Consciousness , 1999 .

[12]  E. Kandel The Molecular Biology of Memory Storage: A Dialogue Between Genes and Synapses , 2001, Science.

[13]  E D Levin,et al.  Role of serotonin in the paradoxical calming effect of psychostimulants on hyperactivity. , 1999, Science.

[14]  Sean A. Spence,et al.  Descartes' Error: Emotion, Reason and the Human Brain , 1995 .

[15]  J. Swanson,et al.  Dopamine D4 receptor gene polymorphism is associated with attention deficit hyperactivity disorder. , 1996, Molecular psychiatry.

[16]  J. Swanson,et al.  Cognitive neuroscience of attention deficit hyperactivity disorder and hyperkinetic disorder , 1998, Current Opinion in Neurobiology.

[17]  M. Egan,et al.  The BDNF val66met Polymorphism Affects Activity-Dependent Secretion of BDNF and Human Memory and Hippocampal Function , 2003, Cell.