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As the rental housing market moves online, the Internet offers divergent possible futures: either the promise of more-equal access to information for previously marginalized homeseekers, or a reproduction of longstanding information…

综合经济学 · 经济学 2019-08-28 Geoff Boeing

The real estate market is exposed to many fluctuations in prices because of existing correlations with many variables, some of which cannot be controlled or might even be unknown. Housing prices can increase rapidly (or in some cases, also…

Traditional data sources for the analysis of housing markets show several limitations, that recently started to be overcome using data coming from housing sales advertisements (ads) websites. In this paper, using a large dataset of ads in…

计量经济学 · 经济学 2020-04-07 Michele Loberto , Andrea Luciani , Marco Pangallo

Understanding how housing prices respond to spatial accessibility, structural attributes, and typological distinctions is central to contemporary urban research and policy. In cities marked by affordability stress and market segmentation,…

应用统计 · 统计学 2025-06-12 Alvaro Garcia Murga , Manuele Leonelli

Within network data analysis, bipartite networks represent a particular type of network where relationships occur between two disjoint sets of nodes, formally called sending and receiving nodes. In this context, sending nodes may be…

统计方法学 · 统计学 2024-03-19 Dalila Failli , Bruno Arpino , Maria Francesca Marino

Housing scholars stress the importance of the information environment in shaping housing search behavior and outcomes. Rental listings have increasingly moved online over the past two decades and, in turn, online platforms like Craigslist…

应用统计 · 统计学 2020-02-03 Geoff Boeing , Max Besbris , Ariela Schachter , John Kuk

Thick two-sided matching platforms, such as the room-rental market, face the challenge of showing relevant objects to users to reduce search costs. Many platforms use ranking algorithms to determine the order in which alternatives are shown…

综合经济学 · 经济学 2023-08-29 Caterina Calsamiglia , Laura Doval , Alejandro Robinson-Cortés , Matthew Shum

We develop a location analysis spatial model of firms' competition in multi-characteristics space, where consumers' opinions about the firms' products are distributed on multilayered networks. Firms do not compete on price but only on…

物理与社会 · 物理学 2017-08-03 Antonios Garas , Athanasios Lapatinas

Many datasets take the form of a bipartite graph where two types of nodes are connected by relationships, like the movies watched by a user or the tags associated with a file. The partitioning of the bipartite graph could be used to fasten…

信息检索 · 计算机科学 2021-10-01 Gaëlle Candel , David Naccache

House price valuation remains challenging due to localized market variations. Existing approaches often rely on black-box machine learning models, which lack interpretability, or simplistic methods like linear regression (LR), which fail to…

机器学习 · 计算机科学 2025-08-06 Paul Gümmer , Julian Rosenberger , Mathias Kraus , Patrick Zschech , Nico Hambauer

Many data types arising from data mining applications can be modeled as bipartite graphs, examples include terms and documents in a text corpus, customers and purchasing items in market basket analysis and reviewers and movies in a movie…

信息检索 · 计算机科学 2007-05-23 H. Zha , X. He , C. Ding , M. Gu , H. Simon

Successfully predicting gentrification could have many social and commercial applications; however, real estate sales are difficult to predict because they belong to a chaotic system comprised of intrinsic and extrinsic characteristics,…

机器学习 · 统计学 2019-02-05 Timothy J. Kiely , Nathaniel D. Bastian

Within hospitality, marketing departments use segmentation to create tailored strategies to ensure personalized marketing. This study provides a data-driven approach by segmenting guest profiles via hierarchical clustering, based on an…

机器学习 · 计算机科学 2021-11-05 Rik van Leeuwen , Ger Koole

Bipartite networks provide an effective resource for representing, characterizing, and modeling several abstract and real-world systems and structures involving binary relations, which include food webs, social interactions, and…

社会与信息网络 · 计算机科学 2024-02-01 Alexandre Benatti , Luciano da F. Costa

Bipartite networks appear in many real-world contexts, linking entities across two distinct sets. They are often analyzed via one-mode projections, but such projections can introduce artificial correlations and inflated clustering,…

物理与社会 · 物理学 2026-01-12 Robert Jankowski , Roya Aliakbarisani , M. Ángeles Serrano , Marián Boguñá

This paper examines when the public provision of information in search markets improves welfare. I consider a two-sided frictional search market in which buyers match with vertically differentiated sellers. The market is segmented into…

理论经济学 · 经济学 2025-09-05 Teddy Mekonnen

In this paper, we show how using publicly available data streams and machine learning algorithms one can develop practical data driven services with no input from domain experts as a form of prior knowledge. We report the initial steps…

计算机与社会 · 计算机科学 2017-04-18 Vahid Moosavi

This paper addresses a novel task of detecting sub-topic correspondence in a pair of text fragments, enhancing common notions of text similarity. This task is addressed by coupling corresponding term subsets through bipartite clustering.…

计算与语言 · 计算机科学 2007-05-23 Zvika Marx , Ido Dagan , Eli Shamir

The rapid growth of vacation rental (VR) platforms has led to an increasing volume of property images, often uploaded without structured categorization. This lack of organization poses significant challenges for travelers attempting to…

计算机视觉与模式识别 · 计算机科学 2025-07-02 Vignesh Ram Nithin Kappagantula , Shayan Hassantabar

Graph clustering is an important algorithmic technique for analysing massive graphs, and has been widely applied in many research fields of data science. While the objective of most graph clustering algorithms is to find a vertex set of low…

数据结构与算法 · 计算机科学 2025-08-08 Joyentanuj Das , Suranjan De , He Sun
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