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Helping Novices Avoid the Hazards of Data: Leveraging Ontologies to Improve Model Generalization Automatically with Online Data Sources

Sasin Janpuangtong, Dylan A. Shell
2016 The AI Magazine  
Prediction error on unseen examples of these models show that our framework, making use of the ontology, helps to improve model generalization.  ...  We describe how the framework automatically exploits structured knowledge in an ontology to identify relevant concepts, and how a data extraction component can make use of online data sources to find measurements  ...  Prediction error on unseen examples of these models show that our framework, making use of the ontology, helps to improve model generalization.  ... 
doi:10.1609/aimag.v37i2.2626 fatcat:wx4iynj7bzh2za46ajlpjwofiq

Introduction to the Special Issue on Innovative Applications of Artificial Intelligence 2015

David Gunning, Peter Z. Yeh
2016 The AI Magazine  
This issue features expanded versions of articles selected from the 2015 AAAI Conference on Innovative Applications of Artificial Intelligence held in Austin, Texas.  ...  We present a selection of four articles describing deployed applications plus two more articles that discuss work on emerging applications.  ...  In our second article, Helping Novices Avoid the Hazards of Data: Leveraging Ontologies to Improve Model Generalization Automatically with Online Data Source, Sasin Janpuangtong and Dylan Shell describe  ... 
doi:10.1609/aimag.v37i2.2624 fatcat:c5rutpvdmjhevctl5tipyxjaie

Sponsors and Supporters

2015 2015 IEEE/ACM 1st International Workshop on Big Data Software Engineering  
Fan Yan for the helpfulness to English grammar. A special thank to Dr. Dong Yuan at Department of Computer Science and Technology, Tsinghua University for exchanging the viewpoints.  ...  Acknowledgements We would like to thank the anonymous reviewer who suggested integrating the ideas of Rogers [6] into the paper. Acknowledgements The author would like to thank Mr.  ...  Its major advantage is model reuse and systematic stub generation. To cope with component customization, we need a tool to help us change and customize an existing model, and generate a new model.  ... 
doi:10.1109/bigdse.2015.7 fatcat:e64meegv25a5bopfjribg7d4z4

Sponsors and Supporters

2015 2015 IEEE/ACM 1st International Workshop on TEchnical and LEgal aspects of data pRivacy and SEcurity  
Fan Yan for the helpfulness to English grammar. A special thank to Dr. Dong Yuan at Department of Computer Science and Technology, Tsinghua University for exchanging the viewpoints.  ...  Acknowledgements We would like to thank the anonymous reviewer who suggested integrating the ideas of Rogers [6] into the paper. Acknowledgements The author would like to thank Mr.  ...  Its major advantage is model reuse and systematic stub generation. To cope with component customization, we need a tool to help us change and customize an existing model, and generate a new model.  ... 
doi:10.1109/telerise.2015.7 fatcat:2colydevurhcfdy75lrf6ue4ym

ORFFM: An Ontology-based Semantic Model of River Flow and Flood Mitigation

Muhammad Hussain Mughal, Zubair Ahmed Shaikh, Asim Imdad Wagan, Zahid Hussain Khand, Saif Hassan
2021 IEEE Access  
This work was conducted using the Protégé 5.5 resource, which is supported by grant GM10331601 from the National Institute of General Medical Sciences of the United States National Institutes of Health  ...  This research work is sponsored by Higher Education Commission, Pakistan, under the faculty development program.  ...  Precisely, it helps towards the improved distribution of water to the irrigation lands, and reduce wastage.  ... 
doi:10.1109/access.2021.3066255 fatcat:veko55whanfb7n7zskrc2t2tb4

The Role of Intelligent Systems in the National Information Infrastructure

Daniel S. Weld, Joe Marks, Daniel G. Bobrow
1995 The AI Magazine  
Many thanks also to Alicen Smith, Sunny Ludvik, and Carol Hamilton who helped with proofreading and copyediting.  ...  Acknowledgments This report was created with support from the Information Technology and Organizations Program of the IRIS Division of the National Science Foundation.  ...  Furthermore, support environments could leverage specification encodings to semiautomatically generate documentation, tutorial, and online help systems for the software under construction.  ... 
doi:10.1609/aimag.v16i3.1147 dblp:journals/aim/WeldMB95 fatcat:lseja6ytdredfbnrfy64wbmuwa

How Response Designs and Class Proportions Affect the Accuracy of Validation Data

Julien Radoux, François Waldner, Patrick Bogaert
2020 Remote Sensing  
To guarantee high accuracy standards of validation data with minimum data collection effort, we propose a new method to adapt the number of sub-samples for each sample during the validation process.  ...  Reference data collected to validate land-cover maps are generally considered free of errors. In practice, however, they contain errors despite best efforts to minimize them.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/rs12020257 fatcat:z3xd4n3sujcsjjvhjb6x4qoei4

OpenEO - a Common, Open Source Interface Between Earth Observation Data Infrastructures and Front-End Applications

Edzer Pebesma, Wolfgang Wagner, Matthias Schramm, Alexandra Von Beringe, Christoph Paulik, Markus Neteler, Johannes Reiche, Jan Verbesselt, Jeroen Dries, Erwin Goor, Thomas Mistelbauer, Christian Briese (+6 others)
2017 Zenodo  
Project proposal (without effort tables) of the openEO project, see http://openeo.org/ . openEO - A Common, Open Source Interface between Earth Observation Data Infrastructures and Front-End Applications  ...  It will run from Oct 2017 to Sept 2020.  ...  , being able to perform advanced analysis with a help of cloud infrastructure, to an application developer, being able to skip months of investment in building data processing libraries and avoiding large  ... 
doi:10.5281/zenodo.1065474 fatcat:4o6i7dcrxbcpbajptrvrssl5gi

Eight grand challenges in socio-environmental systems modeling

Sondoss Elsawah, Tatiana Filatova, Anthony J. Jakeman, Albert J. Kettner, Moira L. Zellner, Ioannis N. Athanasiadis, Serena H. Hamilton, Robert L. Axtell, Daniel G. Brown, Jonathan M. Gilligan, Marco A. Janssen, Derek T. Robinson (+3 others)
2020 Socio-Environmental Systems Modelling  
; furthering the adoption and impacts of SES modeling on policy; capturing structural changes; representing human dimensions in SES; and leveraging new data types and sources.  ...  Depending on the modeling purpose, many SES modelers also realize that involvement of stakeholders and experts is fundamental to support social learning and decision-making processes for achieving improved  ...  Furthermore, Albert Kettner was supported by the CSDMS project, funded by The US National Science Foundation (grant 0621695).  ... 
doi:10.18174/sesmo.2020a16226 fatcat:oq3j5ryabfgtbkm7mk556mmpdy

The future of Artificial Intelligence in Cybersecurity: A Comprehensive Survey

Feng Tao, Muhammad Akhtar, Zhang Jiayuan
2021 EAI Endorsed Transactions on Creative Technologies  
the utilization of reliable and improved cybersecurity solutions all told industries.  ...  The increasing awareness among folks, advancements in info technology, up-gradation of intelligence and police work solutions, and increasing volume of knowledge gathered from numerous sources have demanded  ...  The model provides excerpts and analyses online sources as input data with natural ontological cybersecurity related language.  ... 
doi:10.4108/eai.7-7-2021.170285 fatcat:fvzohjzivzf3rgvfgtfwbm4qly

Overview of Lifelogging: Current Challenges and Advances

Amel Ksibi, Ala Saleh Alluhaidan, Amina Salhi, Sahar A. El-Rahman
2021 IEEE Access  
This prediction could help to support the health of the elderly.  ...  Some of the lifelogging applications require data from multiple sources to give more insight and meaningful result.  ... 
doi:10.1109/access.2021.3073469 fatcat:qm32iyh77jc43dbux6ftauhtpu

Auspice: Automatic Service Planning in Cloud/Grid Environments [chapter]

David Chiu, Gagan Agrawal
2011 Grids, Clouds and Virtualization  
In the top-level, Auspice captures semantic dependencies among available, shared processes and data sets with an ontology.  ...  These processes and data sets are often semantically loosely-coupled and must be composed together piecemeal to generate scientific workflows.  ...  Auspice is tantamount in the way that services are composed with help of an ontology, for guidance in semantic correctness.  ... 
doi:10.1007/978-0-85729-049-6_5 fatcat:prikikmcpfdx3ps7554efsh4ti

Combining concepts and language models for information access

Edgar Meij
2011 SIGIR Forum  
Since its inception, much research has been devoted to finding optimal ways of representing both documents and queries, as well as improving ways of matching one with the other.  ...  Developments in the semantic web community, such as the Linked Open Data cloud, have enabled the association of texts with concepts on a large scale.  ...  In order for IR models and methods to leverage concepts from concept languages, the more general task of (automatically) linking free text to such concepts needs to be addressed.  ... 
doi:10.1145/1988852.1988873 fatcat:5zppjnfynzhpxblsvkjdftdnua

Present State of CFD Softwares Application for Launch Vehicle Analysis
발사체 해석을 위한 CFD 소프트웨어 적용 현황

Hwanghui Jeong, Jae Yeol Kim, Jae-Ryul Shin
2020 Journal of the Korean Society of Propulsion Engineers  
This software program takes an XML representation of the contents of a Hierarchical Data Format-Earth Observing System (HDF-EOS) file and recreates the file from that description .  ...  Please visit the following URL for additional information: http://opensource .gsfc .nasa .gov/projects/xml2he/index .  ...  STAT's use of hierarchical ontologies avoids the limitations of data codes, which are flat, closed, and have small sets of values that are often difficult to interpret .  ... 
doi:10.6108/kspe.2020.24.3.071 fatcat:trxkhiuqrjakll32bcjxskgwju

Sponsors and Supporters

2015 2015 IEEE/ACM 4th SEMAT Workshop on a General Theory of Software Engineering  
Fan Yan for the helpfulness to English grammar. A special thank to Dr. Dong Yuan at Department of Computer Science and Technology, Tsinghua University for exchanging the viewpoints.  ...  Acknowledgements We would like to thank the anonymous reviewer who suggested integrating the ideas of Rogers [6] into the paper. Acknowledgements The author would like to thank Mr.  ...  Its major advantage is model reuse and systematic stub generation. To cope with component customization, we need a tool to help us change and customize an existing model, and generate a new model.  ... 
doi:10.1109/gtse.2015.7 fatcat:35jqhbqpxrdevlrwgcewavlobm
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