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Comprehensibility and usability of classification trees
Published on Aug 10, 20152006 Views
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Chapter list
Comprehensibility and usability of classification trees00:00
Comprehensibility - definition00:05
Importance of comprehensibility - 100:52
Importance of comprehensibility - 201:16
Importance of comprehensibility - 302:13
Comprehensibility - examples - 102:40
Comprehensibility - examples - 202:41
Comprehensibility - examples - 302:55
Comprehensibility - examples - 403:03
Comprehensibility - examples - 503:29
Comprehensibility - examples - 603:47
Classifier comprehensibility metric04:05
Optimal classifiers - 104:36
Optimal classifiers - 204:43
Optimal classifiers - 304:49
Optimal classifiers - 404:59
Basic algorithm idea - 105:00
Basic algorithm idea - 205:00
Basic algorithm idea - 305:13
Hybrid tree example - 105:46
Hybrid tree example - 206:12
Why classifier comprehensibility survey?06:41
Survey design - 107:58
Survey design - 208:01
Survey tasks08:45
Comprehensibility parameters - 110:16
Comprehensibility parameters - 210:43
Tasks and measures11:22
On-line survey11:56
Preventing bias13:08
Survey Implementation16:35
Dataset - 116:41
Dataset - 217:14
Number of leaves in a tree17:31
Branching factor18:03
Depth of the tree18:38
Depth of the question19:02
Tree for discover task - outliers19:31
Classify20:05
Statistics for motivation20:42
Results21:06
Survey size21:10
Demographic data22:53
Respondent age24:40
Answer time & question difficulty - 125:06
Answer time & question difficulty - 225:59
Classify task26:58
Classify task - question depth - 127:05
Classify task - question depth - 227:49
Classify task - question depth - 328:47
Classify task - number of leaves - 129:07
Classify task - number of leaves - 229:39
Classify task - branching factor - 129:58
Classify task - branching factor - 230:27
Classify task - respondent experience30:38
Classify task - summary31:22
Explain task32:35
Explain task - question depth - 132:44
Explain task - question depth - 232:57
Explain task - question depth - 333:03
Explain task - number of leaves - 133:30
Explain task - number of leaves - 133:56
Explain task - branching factor - 134:01
Explain task - branching factor - 234:18
Explain task - respondent experience34:27
Explain task - summary34:52
Validate task35:17
Validate task - question depth - 236:52
Validate task - question depth - 136:56
Validate task - question depth - 337:05
Validate task - number of leaves - 137:06
Validate task - number of leaves - 237:08
Validate task - branching factor - 137:08
Validate task - branching factor - 237:08
Validate task - respondent experience37:09
Validate task - summary37:33
Discover task38:25
Discover task - time to answer38:32
Discover task - subj. difficulty39:22
Discover task - correct answers39:33
Discover task - respondent experience39:41
Discover task - summary40:09
Compare task40:36
Plain text representation40:44
Simple visualization41:45
Tree layout42:09
No pie-charts42:56
Meaningless names43:36
Less comprehensible attributes44:09
Number of leaves45:02
Depth of the tree45:13
Branching factor45:36
Compare task summary46:24
Rate comprehensibility task47:13
Comprehensibility of trees - 147:21
Comprehensibility of trees - 248:08
Tree comprehensibility measures - 150:16
Tree comprehensibility measures - 250:22
Conclusion - 151:11
Conclusion - 251:12