Journal ArticleDOI
Where to go and what to do: Extracting leisure activity potentials from Web data on urban space
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TLDR
It is found that multi-label affordance estimation is not straightforward but can be made to work using both official webtexts and user-generated content on a medium semantic level, which opens up new opportunities for data-driven approaches to urban leisure and tourism studies.About:
This article is published in Computers, Environment and Urban Systems.The article was published on 2019-01-01. It has received 25 citations till now. The article focuses on the topics: Urban planning & Ontology (information science).read more
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Cities in the Experience Economy
TL;DR: In this article, the authors address the opportunities of cities, big and small, in the experience economy and propose an understanding of "experience economy" which encompasses not only entertainment and culture, but also services and places.
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Urban function recognition by integrating social media and street-level imagery:
TL;DR: In this paper, the authors investigated urban functions based on human activities that were derived from human activities and found that these functions are crucial for understanding urban spatial structures and urban planning, and proposed a method to recognize urban functions.
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Urban nighttime leisure space mapping with nighttime light images and POI data
TL;DR: This study aims to provide new insights into how multisource data can be leveraged for UNLS mapping to enable researchers to broaden their study scope and help government departments better understand the local nightlife situation to rationally formulate planning and adjustment measures.
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Digital marketing activities by Dutch place management partnerships: A resource-based view
TL;DR: In this article , the authors investigated the influence of organizational resources on the adoption and update frequency of digital marketing channels in urban shopping areas in the Netherlands, and found that while the adoption of these channels is strongly influenced by the physical resources that characterize the shopping area itself, the update frequency is influenced more by the organizational resources of PMPs.
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Social Activity in Gothenburg’s Intermediate City: Mapping Third Places through Social Media Data
TL;DR: In this paper, the authors focus on the intermediate city, composed of urban areas located right outside the city center typically maintaining an in-between urban/suburban character, and explore the degree to which this segment of the city exhibits urban activity and social life through the identification of activity areas in the so-called Third Places.
References
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Latent dirichlet allocation
TL;DR: This work proposes a generative model for text and other collections of discrete data that generalizes or improves on several previous models including naive Bayes/unigram, mixture of unigrams, and Hofmann's aspect model.
Proceedings Article
Latent Dirichlet Allocation
TL;DR: This paper proposed a generative model for text and other collections of discrete data that generalizes or improves on several previous models including naive Bayes/unigram, mixture of unigrams, and Hof-mann's aspect model, also known as probabilistic latent semantic indexing (pLSI).
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The Elements of Statistical Learning
TL;DR: Chapter 11 includes more case studies in other areas, ranging from manufacturing to marketing research, and a detailed comparison with other diagnostic tools, such as logistic regression and tree-based methods.
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Probabilistic topic models
TL;DR: Surveying a suite of algorithms that offer a solution to managing large document archives suggests they are well-suited to handle large amounts of data.