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The study of migrations and mobility has historically been severely limited by the absence of reliable data or the temporal sparsity of the available data. Using geospatial digital trace data, the study of population movements can be much…

社会与信息网络 · 计算机科学 2020-11-30 Yago Martin , Zhenlong Li , Yue Ge

This paper considers the task of matching images and sentences by learning a visual-textual embedding space for cross-modal retrieval. Finding such a space is a challenging task since the features and representations of text and image are…

信息检索 · 计算机科学 2020-02-28 Hadi Abdi Khojasteh , Ebrahim Ansari , Parvin Razzaghi , Akbar Karimi

Nearly all previous work on geo-locating latent states and activities from social media confounds general discussions about activities, self-reports of users participating in those activities at times in the past or future, and self-reports…

人工智能 · 计算机科学 2016-03-11 Nabil Hossain , Tianran Hu , Roghayeh Feizi , Ann Marie White , Jiebo Luo , Henry Kautz

Effective mining of social media, which consists of a large number of users is a challenging task. Traditional approaches rely on the analysis of text data related to users to accomplish this task. However, text data lacks significant…

社会与信息网络 · 计算机科学 2020-07-30 Syed Afaq Ali Shah , Weifeng Deng , Jianxin Li , Muhammad Aamir Cheema , Abdul Bais

While transformers have pioneered attention-driven architectures as a cornerstone of language modeling, their dependence on explicitly contextual information underscores limitations in their abilities to tacitly learn overarching textual…

计算与语言 · 计算机科学 2024-01-17 Nick DiSanto , Anthony Corso , Benjamin Sanders , Gavin Harding

Social media is a popular platform for timely information sharing. One of the important challenges for social media platforms like Twitter is whether to trust news shared on them when there is no systematic news verification process. On the…

机器学习 · 计算机科学 2020-04-28 Chandra Mouli Madhav Kotteti , Xishuang Dong , Lijun Qian

The analysis of natural disasters such as floods in a timely manner often suffers from limited data due to coarsely distributed sensors or sensor failures. At the same time, a plethora of information is buried in an abundance of images of…

计算机视觉与模式识别 · 计算机科学 2020-11-12 Björn Barz , Kai Schröter , Ann-Christin Kra , Joachim Denzler

In this paper, we present an experiment on using deep learning and transfer learning techniques for emotion analysis in tweets and suggest a method to interpret our deep learning models. The proposed approach for emotion analysis combines a…

计算与语言 · 计算机科学 2020-12-14 Yasas Senarath , Uthayasanker Thayasivam

A network is a composition of many communities, i.e., sets of nodes and edges with stronger relationships, with distinct and overlapping properties. Community detection is crucial for various reasons, such as serving as a functional unit of…

机器学习 · 计算机科学 2021-01-19 Isa Inuwa-Dutse , Mark Liptrott , Yannis Korkontzelos

The rapid proliferation of the Internet and the widespread adoption of social networks have significantly accelerated information dissemination. However, this transformation has introduced complexities in information capture and processing,…

社会与信息网络 · 计算机科学 2025-03-06 Yuchuan Jiang , Chaolong Jia , Yunyi Qin , Wei Cai , Yongsen Qian

This study details the progress in transportation data analysis with a novel computing framework in keeping with the continuous evolution of the computing technology. The computing framework combines the Labelled Latent Dirichlet Allocation…

社会与信息网络 · 计算机科学 2019-08-30 Sakib Mahmud Khan , Mashrur Chowdhury , Linh B. Ngo , Amy Apon

Understanding human mobility is crucial for a broad range of applications from disease prediction to communication networks. Most efforts on studying human mobility have so far used private and low resolution data, such as call data…

物理与社会 · 物理学 2015-12-10 Raja Jurdak , Kun Zhao , Jiajun Liu , Maurice AbouJaoude , Mark Cameron , David Newth

The primary objective of this work is to develop a Neural Network based on LSTM to predict stock market movements using tweets. Word embeddings, used in the LSTM network, are initialised using Stanford's GloVe embeddings, pretrained…

人工智能 · 计算机科学 2021-01-25 Kavyashree Ranawat , Stefano Giani

We introduce a new top-down pipeline for scene text detection. We propose a novel Cascaded Convolutional Text Network (CCTN) that joints two customized convolutional networks for coarse-to-fine text localization. The CCTN fast detects text…

计算机视觉与模式识别 · 计算机科学 2016-04-01 Tong He , Weilin Huang , Yu Qiao , Jian Yao

It is a challenging and complex task to acquire information from different regions of a disaster-affected area in a timely fashion. The extensive spread and reach of social media and networks allow people to share information in real-time.…

社会与信息网络 · 计算机科学 2019-08-06 Md. Yasin Kabir , Sanjay Madria

Disaster prediction is one of the most critical tasks towards disaster surveillance and preparedness. Existing technologies employ different machine learning approaches to predict incoming disasters from historical environmental data.…

计算与语言 · 计算机科学 2020-08-12 Hamada M. Zahera , Mohamed Ahmed Sherif , Axel Ngonga

Determining the geographic focus of digital media is an essential first step for modern geographic information retrieval. However, publicly-visible location annotations are remarkably sparse in online data. In this work, we demonstrate a…

社会与信息网络 · 计算机科学 2014-06-11 Ryan Compton , Matthew S. Keegan , Jiejun Xu

Image of an entity can be defined as a structured and dynamic representation which can be extracted from the opinions of a group of users or population. Automatic extraction of such an image has certain importance in political science and…

信息检索 · 计算机科学 2015-09-25 Md. Abul Hasnat , Julien Velcin , Stéphane Bonnevay , Julien Jacques

Using machine learning algorithms, including deep learning, we studied the prediction of personal attributes from the text of tweets, such as gender, occupation, and age groups. We applied word2vec to construct word vectors, which were then…

计算机与社会 · 计算机科学 2017-12-27 Take Yo , Kazutoshi Sasahara

In recent days, the amount of Cyber Security text data shared via social media resources mainly Twitter has increased. An accurate analysis of this data can help to develop cyber threat situational awareness framework for a cyber threat.…

计算与语言 · 计算机科学 2020-04-02 Simran K , Prathiksha Balakrishna , Vinayakumar R , Soman KP