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Entity Recommendations Using Hierarchical Knowledge Bases
Published on Jul 15, 20151717 Views
Recent developments in recommendation algorithms have focused on integrating Linked Open Data to augment traditional algorithms with background knowledge. These developments recognize that th
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Chapter list
Entity Recommendations Using Hierarchical Knowledge Bases00:00
Entity Recommendations - 101:29
Entity Recommendations - 201:32
Entity Recommendations - 301:45
Entity Recommendations - 401:53
Entity Recommendations - 503:04
Knowledge Base Enabled Recommendations - 103:43
Knowledge Base Enabled Recommendations - 204:27
Knowledge Base Enabled Recommendations - 304:30
Knowledge Base Enabled Recommendations - 404:47
Hierarchical Relations - 105:15
Hierarchical Relations - 205:33
Wikipedia06:08
Wikipedia Category Graph - 107:22
Wikipedia Category Graph - 207:31
Approach - 107:45
Approach - 208:17
Approach - 308:18
Approach - 408:32
Approach - 508:44
Approach - 608:53
Hierarchical Interest Graphs - 109:05
Hierarchical Interest Graphs - 209:44
Hierarchical Interest Graphs - 309:52
Hierarchical Interest Graphs - 409:56
Hierarchical Interest Graphs - 510:03
Ranking Unrated Entities - 110:05
Ranking Unrated Entities - 210:26
Reverse Spreading10:29
Summing10:42
Summing – Drawbacks10:48
Degree Based Normalization - 111:19
Degree Based Normalization - 211:33
Category Priority - 111:43
Category Priority - 212:11
Reverse Spreading Activation Function12:24
Evaluation12:39
Recall @Top 1 – Top 2013:35
Future Work14:28
Thank you15:16