View Project

Title:

Unifying Text, Metadata, and User Network Representations with a Neural Network for Geolocation Prediction

Abstract:

We propose a novel geolocation prediction model using a complex neural network.Our model unifies text, metadata, and user network representations with an attention mechanism to overcome previous ensemble approaches. In an evaluation using two open datasets, the proposed model exhibited a maximum 3.8%increase in accuracy and a maximum of 6.6%increase in accuracy against previous models. We?further analyzed several intermediate layers of our model, which revealed that their states capture some statistical characteristics of the datasets

Actions

Login to edit or delete this resource.

Suggested Topics (up to Top 50)

Partial Matches (at least half of words topic name appear in abstract)

Suggested Resources

Uses abstract to search the content of resources available in Topics. Sorted by relevance.

# Title Author Topic
1 Encode, Review, and Decode: Reviewer Module for Caption Generation Zhilin Yang, Ye Yuan, Yuexin Wu, Ruslan Salakhutdinov, William W Cohen 9999
2 Language+Vision Mohit Bansal 1338
3 A Survey of the Usages of Deep Learning in Natural Language Processing Daniel W. Otter, Julian R. Medina, Jugal K. Kalita 1181
4 Modern Deep Learning Techniques Applied to Natural Language Processing Elvis Saravia, Soujanya Poria 1183
5 Recent Trends in Deep Learning Based Natural Language Processing Tom Young, Devamanyu Hazarika, Soujanya Poria, Erik Cambria 1181
6 Neural Information Retrieval: A Literature Review Ye Zhang, Md Mustafizur Rahman, Alex Braylan, Brandon Dang, Heng-Lu... 1169
7 Computational Sociolinguistics: A Survey Dong Nguyen, A. Seza Dogruöz, Carolyn Penstein Rosé, Franciska de Jong 9999
8 403 Forbidden None
9 Achieving open vocabulary neural machine translation with hybrid word-character models Minh-Thang Luong, Christopher D Manning 9999
10 Representation Learning with Networks Jure Leskovec 1180
11 A Survey on Deep Learning for Named Entity Recognition Li, Jing and Sun, Aixin and Han, Jianglei and Li, Chenliang 1089
12 A Survey on Deep Learning based Brain Computer Interface: Recent Advances and New Frontiers Xiang Zhang 1183
13 How to construct deep recurrent neural networks Razvan Pascanu, Caglar Gulcehre, Kyunghyun Cho, Yoshua Bengio 9999
14 Gated-Attention Readers for Text Comprehension Bhuwan Dhingra, Hanxiao Liu, William W Cohen, Ruslan Salakhutdinov 9999
15 Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu, Mike Schuster, Zhifeng Chen, Quoc V Le, Mohammad Norouz... 9999
16 Dynamic Coattention Networks For Question Answering Caiming Xiong, Victor Zhong, Richard Socher 9999
17 Temporal Attention Model for Neural Machine Translation Baskaran Sankaran, Haitao Mi, Yaser Al-Onaizan, Abe Ittycheriah 9999
18 Movie Description Anna Rohrbach, Atousa Torabi, Marcus Rohrbach, Niket Tandon, Christ... 9999
19 A Beginner's Guide to Graph Analytics and Deep Learning | Skymind Not Available None
20 A Survey on Multi-output Learning "Donna Xu, Yaxin Shi, Ivor W. Tsang, Yew-Soon Ong, Chen Gong, and X... 1563
21 Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures Raffaella Bernardi, Ruket Cakici, Desmond Elliott, Aykut Erdem, Erk... 9999
22 Text Classification Algorithms: A Survey Kamran Kowsari 1161
23 Semantic Parsing 2, Question Answering Mohit Bansal 1125
24 Sketch-a-net that beats humans Qian Yu, Yongxin Yang, Yi-Zhe Song, Tao Xiang, Timothy Hospedales 9999
25 A survey of available corpora for building data-driven dialogue systems Iulian Vlad Serban, Ryan Lowe, Laurent Charlin, Joelle Pineau 9999
26 A Comprehensive Survey on Graph Neural Networks Zhonghan Wu 1257
27 Neural Belief Tracker: Data-Driven Dialogue State Tracking Nikola Mrkšic?, Diarmuid Ó Séaghdha, Tsung-Hsien Wen, Blaise Thomso... 9999
28 Recent Advances in Convolutional Neural Networks Jiuxiang Gu, Zhenhua Wang, Jason Kuen, Lianyang Ma, Amir Shahroudy,... 9999
29 Deep Learning for Sentiment Analysis : {A} Survey Lei Zhang and Shuai Wang and Bing Liu 1045
30 A Year In Computer Vision Benjamin F. Duffy, Daniel R. Flynn 862
31 SMOTE for Learning from Imbalanced Data: Progress and Challenges, Marking the 15-year Anniversary Alberto Fernandez, Salvador Garcia, Francisco Herrera, Nitesh V. Ch... 1182
32 Neural Approaches to Conversational AI Jianfeng Gao, Michel Galley, Lihong Li 1200
33 Graph Neural Networks: A Review of Methods and Applications Jie Zhou 1257
34 Deep Learning for Sentiment Analysis: A Survey Lei Zhang, Shuai Wang, Bing Liu 1122
35 Deep Reinforcement Learning: An Overview Yuxi Li 1336
36 Dynamic Memory Networks for Visual and Textual Question Answering Caiming Xiong, Stephen Merity, Richard Socher 9999
37 Analysis Methods in Neural Language Processing: A Survey Yonatan Belinkov and James Glass 1083
38 NLP’s generalization problem, and how researchers are tackling it Ana Marasovic 1181
39 Recent Advances in Document Summarization Jin-ge Yao, Xiaojun Wan, Jianguo Xiao 1129
40 Word Representation Models for Morphologically Rich Languages in Neural Machine Translation Ekaterina Vylomova, Trevor Cohn, Xuanli He, Gholamreza Haffari 9999
41 Neural Summarization by Extracting Sentences and Words Jianpeng Cheng, Mirella Lapata 1129
42 Neural Summarization by Extracting Sentences and Words Jianpeng Cheng, Mirella Lapata 1129
43 Recurrent Memory Networks for Language Modeling Ke Tran, Arianna Bisazza, Christof Monz 9999
44 Sequence-to-Sequence RNNs for Text Summarization Ramesh Nallapati, Bing Xiang, Bowen Zhou 1129
45 Survey on Evaluation Methods for Dialogue Systems Jan Deiru 1126
46 Tree-to-Sequence Attentional Neural Machine Translation Akiko Eriguchi, Kazuma Hashimoto, Yoshimasa Tsuruoka 9999
47 Can neural machine translation do simultaneous translation? Kyunghyun Cho, Masha Esipova 9999
48 Neural Information Retrieval: At the End of the Early Years Kezban Dilek Onal, Ye Zhang, Ismail Sengor Altingovde, Md Mustafizu... 1183
49 Generating images from captions with attention Elman Mansimov, Emilio Parisotto, Jimmy Lei Ba, Ruslan Salakhutdinov 9999
50 A Survey on Neural Network-Based Summarization Methods Yue Dong 1198