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Knowledge Enabled Approach to Predict the Location of Twitter Users

Published on Jul 15, 20151718 Views

Knowledge bases have been used to improve performance in applications ranging from web search and event detection to entity recognition and disambiguation. More recently, knowledge bases have been

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Chapter list

Knowledge Enabled Location Prediction of Twitter Users00:00
City of Lights00:21
Background Knowledge01:08
Geographic footprint of a Twitter user01:34
Why is Location Important?01:50
Location Published by User - 102:14
Location Published by User - 202:37
Location Inference - 103:26
Location Inference - 203:58
Content Based Approaches - 104:37
Content Based Approaches - 204:44
Problem Statement05:35
Knowledge-Base Enabled Approach - 105:44
Knowledge-Base Enabled Approach - 205:49
Knowledge-Base Enabled Approach - 306:03
Knowledge-Base Enabled Approach - 406:15
Knowledge-Base Enabled Approach - 506:27
Local Entities - 106:37
Wikipedia - 106:59
Wikipedia - 207:09
Wikipedia - 307:13
Wikipedia - 407:19
Wikipedia - 507:21
Local Entities - 207:38
Local Entities - 308:12
Are all Entities Equally Local - 108:16
Are all Entities Equally Local - 208:18
Localness Measure of Entities - 109:06
Localness Measure of Entities - 209:43
Localness Measure of Entities - 309:57
Localness Measure of Entities - 410:04
Localness Measure of Entities - 510:27
Localness Measure of Entities - 610:28
Localness Measure of Entities - 710:29
Localness Measure of Entities - 810:40
Localness Measure of Entities - 910:53
Localness Measure of Entities - 1010:59
Localness Measure of Entities - 1110:59
Localness Measure of Entities - 1211:13
Localness Measure of Entities - 1311:15
Localness Measure of Entities - 1411:15
Localness Measure of Entities - 1511:16
Knowledge-base Enabled Approach - 111:48
Knowledge-base Enabled Approach - 211:50
Creation of User Profile - 112:00
Creation of User Profile - 212:11
Creation of User Profile - 312:16
Creation of User Profile - 412:16
Creation of User Profile - 512:35
Creation of User Profile - 612:35
Location Prediction - 112:42
Location Prediction - 212:49
Location Prediction - 312:50
Location Prediction - 412:51
Location Prediction - 512:58
Location Prediction - 613:06
Location Prediction - 713:16
Implementation - 113:26
Implementation - 213:51
Evaluation - 114:02
Evaluation - 214:02
Evaluation - 314:34
Evaluation - 414:49
Evaluation - 514:57
Evaluation - 615:30
Evaluation - 715:40
Evaluation - 815:58
Evaluation - 916:07
Localness Measure of Entities16:16
Evaluation - 1016:47
Evaluation - 1116:53
Evaluation - 1217:03
Evaluation - 1317:25
Evaluation - 1417:28
Evaluation - 1517:32
Evaluation - 1617:52
Conclusion - 118:46
Conclusion - 218:54
Conclusion - 319:03
Conclusion - 419:14
Future Work - 120:40
Future Work - 220:48
Future Work - 321:12
Thank you!21:36