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


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


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# Title Author Topic Medium Score
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2 Language+Vision Mohit Bansal 1338
3 Modern Deep Learning Techniques Applied to Natural Language Processing Elvis Saravia, Soujanya Poria 1183
4 A Survey on Deep Learning for Named Entity Recognition Li, Jing and Sun, Aixin and Han, Jianglei and Li, Chenliang 1089
5 Representation Learning with Networks Jure Leskovec 1180
6 Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures Raffaella Bernardi, Ruket Cakici, Desmond Elliott, Aykut Erdem, Erk... 9999
7 Semantic Parsing 2, Question Answering Mohit Bansal 1125
8 Deep Learning for Sentiment Analysis : {A} Survey Lei Zhang and Shuai Wang and Bing Liu 1045
9 A Year In Computer Vision Benjamin F. Duffy, Daniel R. Flynn 862
10 Recurrent Memory Networks for Language Modeling Ke Tran, Arianna Bisazza, Christof Monz 9999
11 Words or Characters? Fine-grained Gating for Reading Comprehension Zhilin Yang, Bhuwan Dhingra, Ye Yuan, Junjie Hu, William W Cohen, R... 9999
12 Neural Summarization by Extracting Sentences and Words Jianpeng Cheng, Mirella Lapata 1129
13 A Survey on Neural Network-Based Summarization Methods Yue Dong 1198
14 Sequence-to-Sequence RNNs for Text Summarization Ramesh Nallapati, Bing Xiang, Bowen Zhou 1129
15 Neural Summarization by Extracting Sentences and Words Jianpeng Cheng, Mirella Lapata 1129
16 NLP’s generalization problem, and how researchers are tackling it Ana Marasovic 1181
17 Tree-to-Sequence Attentional Neural Machine Translation Akiko Eriguchi, Kazuma Hashimoto, Yoshimasa Tsuruoka 9999
18 Recent Advances in Document Summarization Jin-ge Yao, Xiaojun Wan, Jianguo Xiao 1129
19 Neural Information Retrieval: At the End of the Early Years Kezban Dilek Onal, Ye Zhang, Ismail Sengor Altingovde, Md Mustafizu... 1183
20 Neural Approaches to Conversational AI: Question Answering, Task-Oriented Dialogue and Chatbots: A Unified View Jianfeng Gao, Michel Galley, Lihong Li 1141
21 Predictive effects of structural variation on citation counts Chaomei Chen 9999
22 Neural Approaches to Conversational {AI} Jianfeng Gao and Michel Galley and Lihong Li 1048
23 Analysis of the AutoML Challenge series 2015-2018 Isabelle Guyon and Lisheng Sun-Hosoya and Marc Boull ?e and Hugo Ja... 1181
24 "The Sum of Its Parts": Joint Learning of Word and Phrase Representations with Autoencoders Rémi Lebret, Ronan Collobert 9999
25 Computational Modeling of Human Language Acquisition Afra Alishahi 1258
26 Tackling the Limits of Deep Learning for NLP Richard Socher 711
27 SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Ramesh Nallapati, Feifei Zhai, Bowen Zhou 1190
28 Recent Advances in Recurrent Neural Networks Hojjat Salehinejad and Julianne Baarbe and Sharan Sankar and Joseph... 1190
29 Learning to Answer Questions From Image using Convolutional Neural Network Lin Ma, Zhengdong Lu, Hang Li 9999
30 Unsupervised Morphology Induction Using Word Embeddings Radu Soricut, Franz Och 9999
31 Cached Long Short-Term Memory Neural Networks for Document-Level Sentiment Classification Jiacheng Xu, Danlu Chen, Xipeng Qiu, Xuangjing Huang 9999
32 Pairwise Word Interaction Modeling with Deep Neural Networks for Semantic Similarity Measurement Hua He, Jimmy Lin 9999
33 Deep Reinforcement Learning: An Overview Yuxi Li 1336
34 Zero-Resource Translation with Multi-Lingual Neural Machine Translation Orhan Firat, Baskaran Sankaran, Yaser Al-Onaizan, Fatos T. Yarman V... 9999
35 Sentence Pair Scoring: Towards Unified Framework for Text Comprehension Petr Baudiš, Jan Šedivy? 9999
36 Neural Style Transfer: {A} Review Yongcheng Jing and Yezhou Yang and Zunlei Feng and Jingwen Ye and M... 1049
37 GitHub - kk7nc/Text_Classification: Text Classification Algorithms: A Survey None
38 Multi-Scale Dense Convolutional Networks for Efficient Prediction Gao Huang, Danlu Chen, Tianhong Li, Felix Wu, Laurens van der Maate... 9999
39 From Feature To Paradigm: Deep Learning In Machine Translation Marta R. Costa-juss? 753
40 From Feature to Paradigm: Deep Learning in Machine Translation Marta R. Costa-juss`a 1143
41 Neural Semantic Encoders Tsendsuren Munkhdalai, Hong Yu 9999
42 Towards Abstraction from Extraction: Multiple Timescale Gated Recurrent Unit for Summarization Minsoo Kim, Moirangthem Dennis Singh, Minho Lee 1089
43 On sentence representations, pt. 1: what can you fit into a single #$!%@*&% blog post? N/A 1188
44 Graph Representation Learning Jure Leskovec 1257
45 A survey of word reordering in statistical machine translation: Computational models and language phenomena Bisazza, Arianna and Federico, Marcello 1035
46 Learning to Compose Neural Networks for Question Answering Jacob Andreas, Marcus Rohrbach, Trevor Darrell, Dan Klein 9999
47 Authorship Attribution Patrick Juola 1255
48 Sequence to sequence learning with Convolutional Neural networks Nuno Edgar Nunes Fernandes 1193
49 Language to Logical Form with Neural Attention Li Dong, Mirella Lapata 9999
50 Representation Learning on Graphs: Methods and Applications William L. Hamilton, Rex Ying, Jure Leskovec 1216