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The influence of Web search personalisation on professional knowledge work is an understudied area. Here we investigate how public sector officials self-assess their dependency on the Google Web search engine, whether they are aware of the…

Information Retrieval · Computer Science 2019-05-21 Cameron Lai , Markus Luczak-Roesch

Algorithmic predictions are increasingly used to inform the allocation of scarce resources. The promise of these methods is that, through machine learning, they can better identify the people who would benefit most from interventions.…

Cryptography and Security · Computer Science 2026-04-24 Ben Jacobsen , Nitin Kohli

Digital traces of our lives are now constantly produced by various connected devices, internet services and interactions. Our actions result in a multitude of heterogeneous data objects, or traces, kept in various locations in the cloud or…

Information Retrieval · Computer Science 2019-04-12 Daniela Vianna , Varvara Kalokyri , Alexander Borgida , Thu D. Nguyen , Amelie Marian

Tourism in India plays a quintessential role in the country's economy with an estimated 9.2% GDP share for the year 2018. With a yearly growth rate of 6.2%, the industry holds a huge potential for being the primary driver of the economy as…

Computer Vision and Pattern Recognition · Computer Science 2021-07-30 Aditya Jyoti Paul , Smaranjit Ghose , Kanishka Aggarwal , Niketha Nethaji , Shivam Pal , Arnab Dutta Purkayastha

Fertility choices are linked to the different preferences and constraints of individuals and couples, and vary importantly by socio-economic status, as well by cultural and institutional context. The meaning of childbearing and…

Computers and Society · Computer Science 2017-03-14 Jussi Ojala , Emilio Zagheni , Francesco C. Billari , Ingmar Weber

GoogleTrendArchive is a comprehensive archive of Google Trending Now data spanning over one year (from November 28, 2024 to January 3, 2026) across 125 countries and 1,358 locations. Unlike Google Trends, which requires specifying search…

Information Retrieval · Computer Science 2026-03-24 Aleksandra Urman , Anikó Hannák , Joachim Baumann

The use of online reviews to aid with purchase decisions is popular among consumers as it is a simple heuristic tool based on the reported experiences of other consumers. However, not all online reviews are written by real consumers or…

General Economics · Economics 2024-04-30 Shawn Berry

In online shopping, ever-changing fashion trends make merchants need to prepare more differentiated products to meet the diversified demands, and e-commerce platforms need to capture the market trend with a prophetic vision. For the trend…

Information Retrieval · Computer Science 2022-02-25 Jiahao Yuan , Zhao Li , Pengcheng Zou , Xuan Gao , Jinwei Pan , Wendi Ji , Xiaoling Wang

This paper proposes a method for estimating consumer preferences among discrete choices, where the consumer chooses at most one product in a category, but selects from multiple categories in parallel. The consumer's utility is additive in…

Machine Learning · Computer Science 2023-08-08 Rob Donnelly , Francisco R. Ruiz , David Blei , Susan Athey

Efficient resource allocation is a key challenge in modern cloud computing. Over-provisioning leads to unnecessary costs, while under-provisioning risks performance degradation and SLA violations. This work presents an artificial…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-08 Harshit Goyal

This research studies the impact of online news on social and economic consumer perceptions through semantic network analysis. Using over 1.8 million online articles on Italian media covering four years, we calculate the semantic importance…

General Economics · Economics 2023-07-24 A. Fronzetti Colladon , F. Grippa , B. Guardabascio , G. Costante , F. Ravazzolo

Major search engines deploy personalized Web results to enhance users' experience, by showing them data supposed to be relevant to their interests. Even if this process may bring benefits to users while browsing, it also raises concerns on…

Information Retrieval · Computer Science 2015-08-18 Van Tien Hoang , Angelo Spognardi , Francesco Tiezzi , Marinella Petrocchi , Rocco De Nicola

In the post-pandemic era, the hotel industry plays a crucial role in economic recovery, with consumer sentiment increasingly influencing market trends. This study utilizes advanced natural language processing (NLP) and the BERT model to…

Computers and Society · Computer Science 2024-12-24 Ruochun Zhao , Yue Hao , Xuechen Li

We have applied a Long Short-Term Memory neural network to model S&P 500 volatility, incorporating Google domestic trends as indicators of the public mood and macroeconomic factors. In a held-out test set, our Long Short-Term Memory model…

Computational Finance · Quantitative Finance 2016-02-17 Ruoxuan Xiong , Eric P. Nichols , Yuan Shen

This study investigates an optimal consumption--investment problem in which the unobserved stock trend is modulated by a hidden Markov chain that represents different economic regimes. In the classical approach, the hidden state is…

Mathematical Finance · Quantitative Finance 2023-07-21 Kexin Chen , Hoi Ying Wong

Matching, capturing allocation of items to unit-demand buyers, or tasks to workers, or pairs of collaborators, is a central problem in economics. Indeed, the growing prevalence of matching-based markets, many of which online in nature, has…

Data Structures and Algorithms · Computer Science 2024-07-09 Zhiyi Huang , Zhihao Gavin Tang , David Wajc

Quantification of economic uncertainty is a key concept for the prediction of macro economic variables such as gross domestic product (GDP), and it becomes particularly relevant on real-time or short-time predictions methodologies, such as…

Machine Learning · Computer Science 2022-09-13 Hairo U. Miranda Belmonte , Victor Muñiz-Sánchez , Francisco Corona

Sentiment Analysis is currently a vital area of research. With the advancement in the use of the internet, the creation of social media, websites, blogs, opinions, ratings, etc. has increased rapidly. People express their feedback and…

Machine Learning · Computer Science 2022-05-24 Tanvi Mehta , Ganesh Deshmukh

Macroeconomic variables are known to significantly impact equity markets, but their predictive power for price fluctuations has been underexplored due to challenges such as infrequency and variability in timing of announcements, changing…

General Finance · Quantitative Finance 2025-03-26 Martina Halousková , Štefan Lyócsa

The Personalization of information has taken recommender systems at a very high level. With personalization these systems can generate user specific recommendations accurately and efficiently. User profiling helps personalization, where…

Information Retrieval · Computer Science 2015-03-26 Sumitkumar Kanoje , Sheetal Girase , Debajyoti Mukhopadhyay