Presenter : CHANG, SHIH-JIE Authors : Shih- Hwa Liu*, Gwo-Guang Lee 2013.CE

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Intelligent Database Systems Presenter : CHANG, SHIH-JIE Authors : Shih-Hwa Liu*,Gwo-Guang Lee 2013.CE Using a concept map knowledge management system to enhance the learning of biology

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Using a concept map knowledge management system to enhance the learning of biology. Presenter : CHANG, SHIH-JIE Authors : Shih- Hwa Liu*, Gwo-Guang Lee 2013.CE. Outlines. Motivation Objectives Methodology Experiments Conclusions Comments. Motivation. - PowerPoint PPT Presentation

Transcript of Presenter : CHANG, SHIH-JIE Authors : Shih- Hwa Liu*, Gwo-Guang Lee 2013.CE

Page 1: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

Intelligent Database Systems Lab

Presenter : CHANG, SHIH-JIE

Authors : Shih-Hwa Liu*,Gwo-Guang Lee

2013.CE

Using a concept map knowledge management system to enhance the learning of biology

Page 2: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

Intelligent Database Systems Lab

OutlinesMotivationObjectivesMethodologyExperimentsConclusionsComments

Page 3: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

Intelligent Database Systems Lab

Motivation The lack of information about how students categorize, reorganize, and link their perceived concepts, would result in teachers not understanding the learning of students with different cultures and backgrounds.

Page 4: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

Intelligent Database Systems Lab

Objectives

• The CMKMS can promote teaching activities step-by-step and improve effective student learning.

Page 5: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Methodology

Word frequencyTF/IDF

Page 6: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

Intelligent Database Systems Lab

Methodology

Page 7: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments – Statistics method(1) ANOVA(2) Tukey’s HSD Test(3) McNemar test

Page 8: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments

Page 9: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments – ANOVA

F = (SSB/degree) / (SSW/degree)

= 366.45/29.95 = 12.24

Page 10: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments – Tukey’s HSD Test合作 個體 無使用

Page 11: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments – McNemar test

Page 12: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Two phase algorithm:

Experiments – CHAMELEON Algorithm

Page 13: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments – CHAMELEON Algorithm

Page 14: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments– CHAMELEON Algorithm

Page 15: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments

Page 16: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments – Apriori Algorithm

啤酒 尿布 牛奶 麵包 衣服C1 1 0 1 1 0 1

C2 1 1 0 1 1 0

C3 0 1 1 0 0 0

C4 1 1 1 1 1 1

C5 0 0 1 1 0 1

A B

Support(AB)=3/5 =60%

Confidence(AB)=3/4 =75%

Page 17: Presenter   : CHANG, SHIH-JIE  Authors     : Shih- Hwa  Liu*, Gwo-Guang  Lee  2013.CE

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Experiments – Apriori Algorithm

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Intelligent Database Systems Lab

Experiments – Apriori Algorithmab=2/5 abc=1/5

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Experiments Apriori

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Conclusions– The CMKMS made a positive contribution to the

teaching of biology and learning strategy for students.

– This research offers a platform on which group brainstorming sessions can be structured, knowledge and values can be integrated, and a shared conceptual framework.

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Comments• Advantages

– The CMKMS enabled students to intuitively construct and organize their tacit knowledge.

• Applications– Concept Map, Learning biology