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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

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10 Recurrent Memory Networks for Language Modeling Ke Tran, Arianna Bisazza, Christof Monz 9999
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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
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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
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29 Learning to Answer Questions From Image using Convolutional Neural Network Lin Ma, Zhengdong Lu, Hang Li 9999
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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
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34 Zero-Resource Translation with Multi-Lingual Neural Machine Translation Orhan Firat, Baskaran Sankaran, Yaser Al-Onaizan, Fatos T. Yarman V... 9999
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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
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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