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Extracting Geospatial Preferences Using Relational Neighbors [article]

Leandro Balby Marinho, Cláudio de Souza Baptista, Thomas Sandholm, Iury Nunes, Caio Nóbrega, Jordão Araújo
2012 arXiv   pre-print
We propose to capture the geographic context of user preferences for items using a relational graph, through which we are able to derive many new and state-of-the-art recommendation algorithms, including  ...  In this paper we take a geospatial approach to determine locational preferences and similarities between users.  ...  This work was supported by a cooperation with Hewlett-Packard Brasil Ltda. using incentives of Brazilian Informatics Law (Law No. 8.2.48 of 1991).  ... 
arXiv:1204.1528v1 fatcat:nexzbxs6rja3ll6inhh675jrki

Location-Aware Music Artist Recommendation [chapter]

Markus Schedl, Dominik Schnitzer
2014 Lecture Notes in Computer Science  
To this end, we use a novel standardized data set of music listening activities inferred from microblogs (MusicMicro) and state-ofthe-art techniques to extract audio features and contextual web features  ...  We propose several hybrid music recommendation algorithms that combine information on the music content, the music context, and the user context, in particular integrating geospatial notions of similarity  ...  The user context is addressed by taking into account musical preference and geospatial data, using a standardized collection of listening behavior mined from microblog data [13] .  ... 
doi:10.1007/978-3-319-04117-9_19 fatcat:uf36ygltonevvevsyujsuog7mm

Hybrid retrieval approaches to geospatial music recommendation

Markus Schedl, Dominik Schnitzer
2013 Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval - SIGIR '13  
music listening events for retrieval purposes and (ii) novel geospatial music recommendation approaches using location information of microblog users, and a comprehensive evaluation thereof.  ...  Using state-ofthe-art techniques to extract audio features and contextual web features, and a novel standardized data set of music listening activities inferred from microblogs (MusicMicro), we propose  ...  The user context is addressed by taking into account musical preference and geospatial data, using a standardized collection of listening behavior mined from microblog data [11] .  ... 
doi:10.1145/2484028.2484146 dblp:conf/sigir/SchedlS13 fatcat:pfgjhpxiunbwxhqo76bweaqoxe

User geospatial context for music recommendation in microblogs

Markus Schedl, Andreu Vall, Katayoun Farrahi
2014 Proceedings of the 37th international ACM SIGIR conference on Research & development in information retrieval - SIGIR '14  
To this end, we propose a geospatial model that uses GPS coordinates and a cultural model that uses semantic locations (continent, country, and state of the user).  ...  We conduct experiments on a novel standardized music collection, the "Million Musical Tweets Dataset" of listing events extracted from microblogs.  ...  The user context in our work is hence addressed by taking into account musical preference and geospatial data, using a standardized collection of listening behavior mined from microblog data [4] .  ... 
doi:10.1145/2600428.2609491 dblp:conf/sigir/SchedlVF14 fatcat:ok45ljstgvfovd6mokwiubii44

Geospatial Data Analysis in Russia's Geoweb [chapter]

Mykola Makhortykh
2020 The Palgrave Handbook of Digital Russia Studies  
AbstractThe chapter examines the role of geospatial data in Russia's online ecosystem.  ...  to exploring the use of geoweb for narrating individual and collective identities online.  ...  Following the extraction, k-nearest neighbor algorithm (a classification algorithm, which classifies the unknown objects according to the classes of k closest neighbors) is employed to identify geotagged  ... 
doi:10.1007/978-3-030-42855-6_32 fatcat:so32pt42n5c7daj4z4j35hsqwi

Supporting Quality-Based Image Retrieval Through User Preference Learning

Giorgos Mountrakis, Anthony Stefanidis, Isolde Schlaisich, Peggy Agouris
2004 Photogrammetric Engineering and Remote Sensing  
Our approach is characterized by the ability to model and learn user preferences, thus establishing user profiles that allow us to customize image queries for improving their functionality in a constantly  ...  diversifying geospatial user community.  ...  Acknowledgments This work was supported by the National Science Foundation through grants ITR-0121269 and DG-9983432, and by the National Imagery and Mapping Agency (now the National Geospatial-Intelligence  ... 
doi:10.14358/pers.70.8.973 fatcat:m6gqo7a6xrbgpoer7dpqlpra2e

Resource-aware image mosaicking on networks of small-scale UAVs

Daniel Wischounig-Strucl, Bernhard Rinner
2010 Proceedings of the Fourth ACM/IEEE International Conference on Distributed Smart Cameras - ICDSC '10  
For the approximation of each image transformation Ti a trade-off between the pixel correlation and the preservation of geospatial relations is required.  ...  If all selected points are on the same elevation level or plane the similarity transformation for these points is able to preserve geospatial relations.  ... 
doi:10.1145/1865987.1866024 dblp:conf/icdsc/Wischounig-StruclR10 fatcat:anitocb5y5b2vmkrycnvqa4w6a

DISCOVER POINTS OF INTEREST BASED ON USERS' INTERNET SEARCHES THROUGH AN ONLINE SHOPPING WEBSITE

G. Shahriari Mehr, M. R. Delavar, C. Claramunt, B. N. Araabi, M. R. A. Dehaqani
2019 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences  
In this research, our aim is to discover a relation among the users' internet searches and the goods at the stores to recommend the best store to the users.  ...  Euclidean distance is used to calculate the similarity between users' searches and the available goods at the stores. The proposed method has been implemented in the city of Tehran, capital of Iran.  ...  The stores positions that recorded in a Google map application are extracted using Google Takeout service. We collected the available goods at the stores by using a questionnaire.  ... 
doi:10.5194/isprs-archives-xlii-4-w18-975-2019 fatcat:kevuwl3gerhnvoodcs5pleins4

Automated 3D Scene Reconstruction from Open Geospatial Data Sources: Airborne Laser Scanning and a 2D Topographic Database

Lingli Zhu, Matti Lehtomäki, Juha Hyyppä, Eetu Puttonen, Anssi Krooks, Hannu Hyyppä
2015 Remote Sensing  
Open geospatial data sources provide opportunities for low cost 3D scene reconstruction.  ...  Furthermore, although it has been challenging to use sparse datasets for 3D building reconstruction, our result demonstrates the great potential in such applications.  ...  , neighboring relations and height of the patch centroid.  ... 
doi:10.3390/rs70606710 fatcat:oyirhdzjjjhszcx3e7dohtcklm

Interactive visual summaries for detection and assessment of spatiotemporal patterns in geospatial time series

Patrick Köthur, Mike Sips, Andrea Unger, Julian Kuhlmann, Doris Dransch
2013 Information Visualization  
To this end, we use the results of hierarchical clustering as a starting point. It groups all time steps of a geospatial time series into a hierarchy of clusters.  ...  Our visual interface comprises a system of visualization components to facilitate both the extraction of sets of spatial states from the hierarchical clustering output and their detailed inspection using  ...  The authors use self-organizing maps to cluster the spatial situations of a geospatial time series, and link the results with interactive displays that visualize the extracted spatial patterns and their  ... 
doi:10.1177/1473871613481692 fatcat:447sp4mczjcdlmr7kmwt63bnni

Libraries as Distributors of Geospatial Data: Data Management Policies as Tools for Managing Partnerships

Gail. Steinhart
2006 Library Trends  
to distribute geospatial data.  ...  Libraries can bring substantial expertise to bear on the collection, curation, and distribution of digital geospatial information, making them trusted and competent partners for organizations that wish  ...  , and also to whether it is preferable to distribute packages of related fi les or if data should be distributed in single layers.  ... 
doi:10.1353/lib.2006.0063 fatcat:a6ood2hhifcghkhqfrjjd5yhzm

Customized geospatial workflows for e-government services

Richard D. Holowczak, Soon Ae Chun, Francisco J. Artigas, Vijayalakshmi Atluri
2001 Proceedings of the ninth ACM international symposium on Advances in geographic information systems - GIS '01  
Geospatial workflows can be used by government agencies to automate the delivery of their services. We present the features of a preliminary prototype.  ...  user requirements and extracting the relevant governmental regulations.  ...  RELATED WORK A prototype system (RRAIT) [7] supports the land use permit process.  ... 
doi:10.1145/512161.512176 dblp:conf/gis/HolowczakCAA01 fatcat:uiqlsbwbpre5zdn27r2ppgxide

Geospatial Web Services Discovery through Semantic Annotation of WPS

Meriem Sabrine Halilali, Eric Gouardères, Mauro Gaio, Florent Devin
2022 ISPRS International Journal of Geo-Information  
The lack of semantics in the description of services using a standard such as WPS prevents the use of such a matching process and is considered a limitation of GWS discovery.  ...  The rationale behind this work is that search engines that use appropriate semantic-based similarity measures in the matching process are more accurate in terms of precision and recall than those based  ...  All of the selected services are related to the geospatial domain.  ... 
doi:10.3390/ijgi11040254 fatcat:xvheo6m2ujf2fd4gs6so2ppxo4

Geospatial Technology: A Tool to Aid in the Elimination of Malaria in Bangladesh

Karen Kirk, M. Haq, Mohammad Alam, Ubydul Haque
2014 ISPRS International Journal of Geo-Information  
In this study, we reviewed and summarized published data (through 2014) on the use of geospatial technologies on malaria epidemiology in Bangladesh and outlined potential contributions of geospatial technologies  ...  To achieve the goal of malaria elimination in Bangladesh, we concluded that further research using geospatial technologies should be integrated into the country's ongoing surveillance system to identify  ...  Geospatial Application Table 2 . 2 Recommended Geospatial Technologies to use toward Malaria Elimination in Bangladesh.  ... 
doi:10.3390/ijgi4010047 fatcat:kbc2if4birhadljwrzoecjyaey

An Effective and Trustable Spatial Service Recommendation Algorithm for Spatial Query Retrieval In Geo-Social Network

K. Lakshmaiah, S. Murali Krishna, B. Eswara Reddy
2018 Indonesian Journal of Electrical Engineering and Computer Science  
., restaurants/hotels) is related with the keyword(s) to indicate their businesses, services and features.  ...  The system minimizes the classification issue and visualization problem for spatial information </span><span>in Geospatial Social network.  ...  In [20] described a location based and preference-aware recommender system to offers a specific user a set of spatial information like restaurants and shopping malls in certain geospatial range.  ... 
doi:10.11591/ijeecs.v12.i3.pp1222-1229 fatcat:w2dxo36vc5epbkqbtvhlvxc2vm
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