<?xml version="1.0" encoding="UTF-8"?><xml><records><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>17</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Rui Zhu</style></author><author><style face="normal" font="default" size="100%">Cogan Shimizu</style></author><author><style face="normal" font="default" size="100%">Shirly Stephen</style></author><author><style face="normal" font="default" size="100%">Colby K. Fisher</style></author><author><style face="normal" font="default" size="100%">Thomas Thelen</style></author><author><style face="normal" font="default" size="100%">Kitty Currier</style></author><author><style face="normal" font="default" size="100%">Krzysztof Janowicz</style></author><author><style face="normal" font="default" size="100%">Pascal Hitzler</style></author><author><style face="normal" font="default" size="100%">Mark Schildhauer</style></author><author><style face="normal" font="default" size="100%">Wenwen Li</style></author><author><style face="normal" font="default" size="100%">Dean Rehberger</style></author><author><style face="normal" font="default" size="100%">Adrita Barua</style></author><author><style face="normal" font="default" size="100%">Antrea Christou</style></author><author><style face="normal" font="default" size="100%">Ling Cai</style></author><author><style face="normal" font="default" size="100%">Abhilekha Dalal</style></author><author><style face="normal" font="default" size="100%">Anthony D'Onofrio</style></author><author><style face="normal" font="default" size="100%">Andrew Eells</style></author><author><style face="normal" font="default" size="100%">Mitchell Faulk</style></author><author><style face="normal" font="default" size="100%">Zilong Liu</style></author><author><style face="normal" font="default" size="100%">Gengchen Mai</style></author><author><style face="normal" font="default" size="100%">Mohammad Saeid Mahdavinejad</style></author><author><style face="normal" font="default" size="100%">Bryce D. Mecum</style></author><author><style face="normal" font="default" size="100%">Sanaz Saki Norouzi</style></author><author><style face="normal" font="default" size="100%">Meilin Shi</style></author><author><style face="normal" font="default" size="100%">Yuanyuan Tian</style></author><author><style face="normal" font="default" size="100%">Sizhe Wang</style></author><author><style face="normal" font="default" size="100%">Zhangyu Wang</style></author><author><style face="normal" font="default" size="100%">Joseph Zalewski</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">The KnowWhereGraph: A Large-Scale Geo-Knowledge Graph for Interdisciplinary Knowledge Discovery and Geo-Enrichment</style></title><secondary-title><style face="normal" font="default" size="100%">Transactions in GIS </style></secondary-title></titles><dates><year><style  face="normal" font="default" size="100%">2026</style></year></dates><urls><web-urls><url><style face="normal" font="default" size="100%">https://doi.org/10.48550/arXiv.2502.13874</style></url></web-urls></urls><volume><style face="normal" font="default" size="100%">30</style></volume><language><style face="normal" font="default" size="100%">eng</style></language></record><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>27</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Sanaz Saki Norouzi</style></author><author><style face="normal" font="default" size="100%">Mohammad Saeid Mahdavinejad</style></author><author><style face="normal" font="default" size="100%">Pascal Hitzler</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">Conversational Ontology Alignment with ChatGPT</style></title></titles><dates><year><style  face="normal" font="default" size="100%">2023</style></year></dates><language><style face="normal" font="default" size="100%">eng</style></language></record><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>27</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Cogan Shimizu</style></author><author><style face="normal" font="default" size="100%">Shirly Stephen</style></author><author><style face="normal" font="default" size="100%">Kitty Currier</style></author><author><style face="normal" font="default" size="100%">Pascal Hitzler</style></author><author><style face="normal" font="default" size="100%">Rui Zhu</style></author><author><style face="normal" font="default" size="100%">Krzysztof Janowicz</style></author><author><style face="normal" font="default" size="100%">Mark Schildhauer</style></author><author><style face="normal" font="default" size="100%">Mohammad Saeid Mahdavinejad</style></author><author><style face="normal" font="default" size="100%">Abhilekha Dalal</style></author><author><style face="normal" font="default" size="100%">Adrita Barua</style></author><author><style face="normal" font="default" size="100%">Ling Cai</style></author><author><style face="normal" font="default" size="100%">Gengchen Mai</style></author><author><style face="normal" font="default" size="100%">Zhangyu Wang</style></author><author><style face="normal" font="default" size="100%">Yuanyuan Tian</style></author><author><style face="normal" font="default" size="100%">Sanaz Saki Norouzi</style></author><author><style face="normal" font="default" size="100%">Zilong Liu</style></author><author><style face="normal" font="default" size="100%">Meilin Shi</style></author><author><style face="normal" font="default" size="100%">Colby K. Fisher</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">The KnowWhereGraph Ontology</style></title></titles><dates><year><style  face="normal" font="default" size="100%">2023</style></year></dates><language><style face="normal" font="default" size="100%">eng</style></language></record><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>10</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Cogan Shimizu</style></author><author><style face="normal" font="default" size="100%">Shirly Stephen</style></author><author><style face="normal" font="default" size="100%">Rui Zhu</style></author><author><style face="normal" font="default" size="100%">Kitty Currier</style></author><author><style face="normal" font="default" size="100%">Mark Schildhauer</style></author><author><style face="normal" font="default" size="100%">Dean Rehberger</style></author><author><style face="normal" font="default" size="100%">Krzysztof Janowicz</style></author><author><style face="normal" font="default" size="100%">Pascal Hitzler</style></author><author><style face="normal" font="default" size="100%">Colby Fisher</style></author><author><style face="normal" font="default" size="100%">Mohammad Saeid Mahdavinejad</style></author><author><style face="normal" font="default" size="100%">Antrea Christou</style></author><author><style face="normal" font="default" size="100%">Adrita Barua</style></author><author><style face="normal" font="default" size="100%">Abhilehka Dalal</style></author><author><style face="normal" font="default" size="100%">Sanaz Saki Norouzi</style></author><author><style face="normal" font="default" size="100%">Yuanyuan Tian</style></author><author><style face="normal" font="default" size="100%">Ling Cai</style></author><author><style face="normal" font="default" size="100%">Gengchen Mai</style></author><author><style face="normal" font="default" size="100%">Zhangyu Wang</style></author><author><style face="normal" font="default" size="100%">Zilong Liu</style></author><author><style face="normal" font="default" size="100%">Meilin Shi</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">The KnowWhereGraph Ontology: A Showcase</style></title><secondary-title><style face="normal" font="default" size="100%">Proceedings of the Joint Ontology Workshops 2023 Episode IX: The Quebec Summer of Ontology co-located with the 13th International Conference on Formal Ontology in Information Systems (FOIS 2023),</style></secondary-title></titles><dates><year><style  face="normal" font="default" size="100%">2023</style></year><pub-dates><date><style  face="normal" font="default" size="100%">2023</style></date></pub-dates></dates><publisher><style face="normal" font="default" size="100%">CEUR Workshop Proceedings 3637, CEUR-WS.org 2023.</style></publisher><pub-location><style face="normal" font="default" size="100%">Sherbrooke, Quebec, Canada</style></pub-location><language><style face="normal" font="default" size="100%">eng</style></language></record><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>47</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Cogan Shimizu</style></author><author><style face="normal" font="default" size="100%">Shirly Stephen</style></author><author><style face="normal" font="default" size="100%">Rui Zhu</style></author><author><style face="normal" font="default" size="100%">Kitty Currier</style></author><author><style face="normal" font="default" size="100%">Mark Schildhauer</style></author><author><style face="normal" font="default" size="100%">Dean Rehberger</style></author><author><style face="normal" font="default" size="100%">Pascal Hitzler</style></author><author><style face="normal" font="default" size="100%">Krzysztof Janowicz</style></author><author><style face="normal" font="default" size="100%">Colby K. Fisher</style></author><author><style face="normal" font="default" size="100%">Mohammad Saeid Mahdavinejad</style></author><author><style face="normal" font="default" size="100%">Antrea Christou</style></author><author><style face="normal" font="default" size="100%">Adrita Barua</style></author><author><style face="normal" font="default" size="100%">Abhilekha Dalal</style></author><author><style face="normal" font="default" size="100%">Sanaz Saki Norouzi</style></author><author><style face="normal" font="default" size="100%">Zilong Liu</style></author><author><style face="normal" font="default" size="100%">Meilin Shi</style></author><author><style face="normal" font="default" size="100%">Ling Cai</style></author><author><style face="normal" font="default" size="100%">Gengchen Mai</style></author><author><style face="normal" font="default" size="100%">Zhangyu Wang</style></author><author><style face="normal" font="default" size="100%">Yuanyuan Tian</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">The KnowWhereGraph Ontology: A Showcase</style></title></titles><dates><year><style  face="normal" font="default" size="100%">2023</style></year></dates><language><style face="normal" font="default" size="100%">eng</style></language></record><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>47</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Cogan Shimizu</style></author><author><style face="normal" font="default" size="100%">Shirly Stephen</style></author><author><style face="normal" font="default" size="100%">Antrea Christou</style></author><author><style face="normal" font="default" size="100%">Kitty Currier</style></author><author><style face="normal" font="default" size="100%">Mohammad Saeid Mahdavinejad</style></author><author><style face="normal" font="default" size="100%">Sanaz Saki Norouzi</style></author><author><style face="normal" font="default" size="100%">Abhilekha Dalal</style></author><author><style face="normal" font="default" size="100%">Adrita Barua</style></author><author><style face="normal" font="default" size="100%">Colby K. Fisher</style></author><author><style face="normal" font="default" size="100%">Anthony D’Onofrio</style></author><author><style face="normal" font="default" size="100%">Thomas Thelen</style></author><author><style face="normal" font="default" size="100%">Krzysztof Janowicz</style></author><author><style face="normal" font="default" size="100%">Dean Rehberger</style></author><author><style face="normal" font="default" size="100%">Mark Schildhauer</style></author><author><style face="normal" font="default" size="100%">Pascal Hitzler</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">KnowWhereGraph-Lite: A Perspective of the KnowWhereGraph</style></title><secondary-title><style face="normal" font="default" size="100%">KGSWC 2023</style></secondary-title></titles><dates><year><style  face="normal" font="default" size="100%">2023</style></year></dates><language><style face="normal" font="default" size="100%">eng</style></language></record><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>17</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Amir Hossein Yazdavar</style></author><author><style face="normal" font="default" size="100%">Mohammad Saeid Mahdavinejad</style></author><author><style face="normal" font="default" size="100%">Goonmeet Baja</style></author><author><style face="normal" font="default" size="100%">William Romine</style></author><author><style face="normal" font="default" size="100%">Amit Sheth</style></author><author><style face="normal" font="default" size="100%">Amir Hassan Monadjemi</style></author><author><style face="normal" font="default" size="100%">Krishnaprasad Thirunarayan</style></author><author><style face="normal" font="default" size="100%">John M. Meddar</style></author><author><style face="normal" font="default" size="100%">Annie Myers</style></author><author><style face="normal" font="default" size="100%">Jyotishman Pathak</style></author><author><style face="normal" font="default" size="100%">Pascal Hitzler</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">Multimodal mental health analysis in social media</style></title><secondary-title><style face="normal" font="default" size="100%">PLoS ONE</style></secondary-title></titles><keywords><keyword><style  face="normal" font="default" size="100%">Explainable Machine Learning</style></keyword><keyword><style  face="normal" font="default" size="100%">Hypothesis Testing</style></keyword><keyword><style  face="normal" font="default" size="100%">National Language Processing</style></keyword><keyword><style  face="normal" font="default" size="100%">Prediction</style></keyword><keyword><style  face="normal" font="default" size="100%">Regression</style></keyword></keywords><dates><year><style  face="normal" font="default" size="100%">2020</style></year></dates><urls><web-urls><url><style face="normal" font="default" size="100%">https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0226248&amp;type=printable</style></url></web-urls></urls><language><style face="normal" font="default" size="100%">eng</style></language><abstract><style face="normal" font="default" size="100%">&lt;p&gt;p.p1 {margin: 0.0px 0.0px 0.0px 0.0px; font: 9.5px Helvetica}&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;Depression is a major public health concern in the U.S. and globally. While successful early&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;identification and treatment can lead to many positive health and behavioral outcomes,&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;depression, remains undiagnosed, untreated or undertreated due to several reasons,&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;including denial of the illness as well as cultural and social stigma. With the ubiquity of social&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;media platforms, millions of people are now sharing their online persona by expressing their&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;thoughts, moods, emotions, and even their daily struggles with mental health on social&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;media. Unlike traditional observational cohort studies conducted through questionnaires&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;and self-reported surveys, we explore the reliable detection of depressive symptoms from&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;tweets obtained, unobtrusively. Particularly, we examine and exploit multimodal big (social)&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;data to discern depressive behaviors using a wide variety of features including individuallevel&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;demographics. By developing a multimodal framework and employing statistical techniques&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;to fuse heterogeneous sets of features obtained through the processing of visual,&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;textual, and user interaction data, we significantly enhance the current state-of-the-art&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;approaches for identifying depressed individuals on Twitter (improving the average F1-&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;Score by 5 percent) as well as facilitate demographic inferences from social media. Besides&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;providing insights into the relationship between demographics and mental health, our&lt;/p&gt;

&lt;p class=&quot;p1&quot;&gt;research assists in the design of a new breed of demographic-aware health interventions.&lt;/p&gt;
</style></abstract></record><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>17</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Mohammad Saeid Mahdavinejad</style></author><author><style face="normal" font="default" size="100%">Mohammadreza Rezvan</style></author></authors><secondary-authors><author><style face="normal" font="default" size="100%">Mohammadamin Barekatain</style></author><author><style face="normal" font="default" size="100%">Peyman Adibi</style></author><author><style face="normal" font="default" size="100%">Payam Barnaghi</style></author><author><style face="normal" font="default" size="100%">Amit P. Sheth</style></author></secondary-authors></contributors><titles><title><style face="normal" font="default" size="100%">Machine learning for internet of things data analysis: a survey</style></title><secondary-title><style face="normal" font="default" size="100%">Digital Communications and Networks</style></secondary-title></titles><keywords><keyword><style  face="normal" font="default" size="100%">Internet of Things</style></keyword><keyword><style  face="normal" font="default" size="100%">Machine learning</style></keyword><keyword><style  face="normal" font="default" size="100%">Smart City</style></keyword><keyword><style  face="normal" font="default" size="100%">Smart data</style></keyword></keywords><dates><year><style  face="normal" font="default" size="100%">2018</style></year></dates><urls><web-urls><url><style face="normal" font="default" size="100%">https://www.sciencedirect.com/science/article/pii/S235286481730247X</style></url></web-urls></urls><volume><style face="normal" font="default" size="100%">4</style></volume><pages><style face="normal" font="default" size="100%">161-175</style></pages><language><style face="normal" font="default" size="100%">eng</style></language><abstract><style face="normal" font="default" size="100%">&lt;p&gt;Rapid developments in hardware, software, and communication technologies have facilitated the emergence of Internet-connected sensory devices that provide observations and data measurements from the physical world. By 2020, it is estimated that the total number of Internet-connected devices being used will be between 25 and 50 billion. As these numbers grow and technologies become more mature, the volume of data being published will increase. The technology of Internet-connected devices, referred to as Internet of Things (IoT), continues to extend the current Internet by providing connectivity and interactions between the physical and cyber worlds. In addition to an increased volume, the IoT generates big data characterized by its velocity in terms of time and location dependency, with a variety of multiple modalities and varying data quality. Intelligent processing and analysis of this big data are the key to developing smart IoT applications. This article assesses the various machine learning methods that deal with the challenges presented by IoT data by considering smart cities as the main use case. The key contribution of this study is the presentation of a taxonomy of machine learning algorithms explaining how different techniques are applied to the data in order to extract higher level information. The potential and challenges of machine learning for IoT data analytics will also be discussed. A use case of applying a Support Vector Machine (SVM) to Aarhus smart city traffic data is presented for a more detailed exploration.&lt;/p&gt;
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