Improving Supervised Classification using Confidence Weighted Learning
Confidence based-learning in investment analysis
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Transcript of Confidence based-learning in investment analysis
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Confidence-based-learning in investment analysis
Enric Serradell-Lopez, UOCPablo Lara Navarra
David Castillo MerinoInés Gonzalez Gonzalez
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Index
• Introduction• Theoretical discussion• Research design• Results and discussion
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Introduction
• Knowledge• Professional knowledge (ISCO)• Knowledge measurement
• Knowledge in organizations
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Research problem
Uninformed - Misinformed
What is worse?
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Four situations of knowledge and confidence
With confidence
Without confidence
Correct answer
Science Uncertainty
Incorrect answer
Delusion Ignorance
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Knowledge Assessment
• Training test (formative assesment)
• Evaluative test (summative assessment)
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Research questions
• Is there a difference in the degree of confidence in the responses in the two periods?
• Does it match the degree of difficulty of the questions provided by teachers with lower levels of confidence in the answers?
• Is it related to the time spent fulfilling in the test with the level of confidence in the answers?
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Final version test
• 20 questions: Four alternative answers.• Three levels of difficulty (8,8,4)• Each question has associated other
(confidence degree)• Number or participants: 101 participants first
questionnaire + 67 participant second questionnaire
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Analysis
Confidence: Likert-type scale , five positions
1: Extremely unsure2: Very unsure3: Somewhat sure4: Sure5: Extremely sure
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Research questions
• Is there a difference in the degree of confidence in the responses in the two periods?
• Does it match the degree of difficulty of the questions provided by teachers with lower levels of confidence in the answers?
• Is it related to the time spent fulfilling in the test with the level of confidence in the answers?
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Is there a difference in the degree of confidence in the responses in the two periods?
Test t for equality of means
Confidence period 1: 1,8
Confidence period 2: 3,35
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Research questions
• Is there a difference in the degree of confidence in the responses in the two periods?
• Does it match the degree of difficulty of the questions provided by teachers with lower levels of confidence in the answers?
• Is it related to the time spent fulfilling in the test with the level of confidence in the answers?
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Does it match the degree of difficulty of the questions provided by teachers with lower levels of confidence in the answers?
Period 1 Period 2
Level 1(basic level)
2,05 3,5
Level 2(intermediate level)
1,8 3,2
Level 3(advanced level)
1,2 3,1
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Research questions
• Is there a difference in the degree of confidence in the responses in the two periods?
• Does it match the degree of difficulty of the questions provided by teachers with lower levels of confidence in the answers?
• Is it related to the time spent fulfilling in the test with the level of confidence in the answers?
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Is it related to the time spent fulfilling in the test with the level of confidence in the answers?
Period 1 Period 2
Time (seconds)
965(48,25 seconds/question)
109(55 seconds/question)
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Confidence-based-learning in investment analysis
Enric Serradell-Lopez, UOCPablo Lara Navarra
David Castillo MerinoInés Gonzalez Gonzalez