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In the following paper, we use a topic modeling algorithm and sentiment scoring methods to construct a novel metric that serves as a leading indicator in recession prediction models. We hypothesize that the inclusion of such a sentiment…

应用统计 · 统计学 2018-06-01 Melody Y. Huang , Randall R. Rojas , Patrick D. Convery

Social media sites are becoming a key factor in politics. These platforms are easy to manipulate for the purpose of distorting information space to confuse and distract voters. Past works to identify disruptive patterns are mostly focused…

社会与信息网络 · 计算机科学 2019-07-01 Junhao Wang , Renhao Wang , Aayushi Kulshrestha , Reihaneh Rabbany

A large amount of information exists in reviews written by users. This source of information has been ignored by most of the current recommender systems while it can potentially alleviate the sparsity problem and improve the quality of…

机器学习 · 计算机科学 2017-01-18 Lei Zheng , Vahid Noroozi , Philip S. Yu

With the advancement of science and technology, the number of academic papers published in the world each year has increased almost exponentially. While a large number of research papers highlight the prosperity of science and technology,…

社会与信息网络 · 计算机科学 2020-09-08 Qihang Zhao

This paper considers online reputation and polling systems where individuals make recommendations based on their private observations and recommendations of friends. Such interaction of individuals and their social influence is modelled as…

社会与信息网络 · 计算机科学 2015-01-07 Vikram Krishnamurthy , William Hoiles

Modeling and prediction of review helpfulness has become more predominant due to proliferation of e-commerce websites and online shops. Since the functionality of a product cannot be tested before buying, people often rely on different…

计算与语言 · 计算机科学 2020-04-29 Iyiola E. Olatunji , Xin Li , Wai Lam

Online data has the potential to transform how researchers and companies produce election forecasts. Social media surveys, online panels and even comments scraped from the internet can offer valuable insights into political preferences.…

应用统计 · 统计学 2025-03-20 Alberto Arletti , Maria Letizia Tanturri , Omar Paccagnella

Deep neural networks are a family of computational models that are naturally suited to the analysis of hierarchical data such as, for instance, sequential data with the use of recurrent neural networks. In the other hand, ordinal regression…

机器学习 · 统计学 2021-01-08 Louis Falissard , Karim Bounebache , Grégoire Rey

In times marked by political turbulence and uncertainty, as well as increasing divisiveness and hyperpartisanship, Governments need to use every tool at their disposal to understand and respond to the concerns of their citizens. We study…

计算机与社会 · 计算机科学 2023-01-05 Bertie Vidgen , Taha Yasseri

In the digital streaming landscape, it's becoming increasingly challenging for artists and industry experts to predict the success of music tracks. This study introduces a pioneering methodology that uses Convolutional Neural Networks…

声音 · 计算机科学 2025-05-13 Navid Falah , Behnam Yousefimehr , Mehdi Ghatee

Conditional preference networks (CP-nets) are a graphical representation of a person's (conditional) preferences over a set of discrete variables. In this paper, we introduce a novel method of quantifying preference for any given outcome…

人工智能 · 计算机科学 2018-09-10 Kathryn Laing , Peter Adam Thwaites , John Paul Gosling

Visual multimedia have become an inseparable part of our digital social lives, and they often capture moments tied with deep affections. Automated visual sentiment analysis tools can provide a means of extracting the rich feelings and…

计算机视觉与模式识别 · 计算机科学 2017-01-30 Victor Campos , Brendan Jou , Xavier Giro-i-Nieto

As data traffic volume continues to increase, caching of popular content at strategic network locations closer to the end user can enhance not only user experience but ease the utilization of highly congested links in the network. A key…

网络与互联网体系结构 · 计算机科学 2023-11-15 Yantong Wang , Vasilis Friderikos

We introduce a model for predicting page-view dynamics of promoted content. The regularity of the content promotion process on Wikipedia provides excellent experimental conditions which favour detailed modelling. We show that the popularity…

计算机与社会 · 计算机科学 2013-09-12 Marijn ten Thij , Yana Volkovich , David Laniado , Andreas Kaltenbrunner

Predicting the popularity of content is important for both the host and users of social media sites. The challenge of this problem comes from the inequality of the popularity of con- tent. Existing methods for popularity prediction are…

社会与信息网络 · 计算机科学 2013-04-17 Peng Bao , Hua-Wei Shen , Junming Huang , Xueqi Cheng

Public opinion reflects and shapes societal behavior, but the traditional survey-based tools to measure it are limited. We introduce a novel approach to probe media diet models -- language models adapted to online news, TV broadcast, or…

计算与语言 · 计算机科学 2023-03-30 Eric Chu , Jacob Andreas , Stephen Ansolabehere , Deb Roy

Our study presents a framework for predicting image-based social media content popularity that focuses on addressing complex image information and a hierarchical data structure. We utilize the Google Cloud Vision API to effectively extract…

机器学习 · 计算机科学 2024-05-09 Dahyun Jeong , Hyelim Son , Yunjin Choi , Keunwoo Kim

Many online communities present user-contributed responses such as reviews of products and answers to questions. User-provided helpfulness votes can highlight the most useful responses, but voting is a social process that can gain momentum…

机器学习 · 计算机科学 2016-11-03 Moontae Lee , Seok Hyun Jin , David Mimno

Modeling human aesthetic judgments in visual art presents significant challenges due to individual preference variability and the high cost of obtaining labeled data. To reduce cost of acquiring such labels, we propose to apply a…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Manoj Reddy Bethi , Sai Rupa Jhade , Pravallika Yaganti , Monoshiz Mahbub Khan , Zhe Yu

With the rise of online eTextbooks and Massive Open Online Courses (MOOCs), a huge amount of data has been collected related to students' learning. With the careful analysis of this data, educators can gain useful insights into the…

计算机与社会 · 计算机科学 2022-03-09 Ahmed Abd Elrahman , Taysir Hassan A Soliman , Ahmed I. Taloba , Mohammed F. Farghally