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Data Analysis on Complicated Construction Data Sources: Vision, Research, and Recent Developments
Abstract Compared with construction data sources that are usually stored and analyzed in spreadsheets and single data tables, data sources with more complicated structures, such as text documents, site images, web pages, and project schedules have been less intensively studied due to additional challenges in data preparation, representation, and analysis. In this paper, our definition and vision for advanced data analysis addressing such challenges are presented, together with related research results from previous work, as well as our recent developments of data analysis on text-based, image-based, web-based, and network-based construction sources. It is shown in this paper that particular data preparation, representation, and analysis operations should be identified, and integrated with careful problem investigations and scientific validation measures in order to provide general frameworks in support of information search and knowledge discovery from such information-abundant data sources.
Data Analysis on Complicated Construction Data Sources: Vision, Research, and Recent Developments
Abstract Compared with construction data sources that are usually stored and analyzed in spreadsheets and single data tables, data sources with more complicated structures, such as text documents, site images, web pages, and project schedules have been less intensively studied due to additional challenges in data preparation, representation, and analysis. In this paper, our definition and vision for advanced data analysis addressing such challenges are presented, together with related research results from previous work, as well as our recent developments of data analysis on text-based, image-based, web-based, and network-based construction sources. It is shown in this paper that particular data preparation, representation, and analysis operations should be identified, and integrated with careful problem investigations and scientific validation measures in order to provide general frameworks in support of information search and knowledge discovery from such information-abundant data sources.
Data Analysis on Complicated Construction Data Sources: Vision, Research, and Recent Developments
Soibelman, Lucio (author) / Wu, Jianfeng (author) / Caldas, Carlos (author) / Brilakis, Ioannis (author) / Lin, Ken-Yu (author)
2006-01-01
16 pages
Article/Chapter (Book)
Electronic Resource
English
Project Schedule , Data Preparation , Text Document , Type Description , Project Document Computer Science , Artificial Intelligence (incl. Robotics) , Computer-Aided Engineering (CAD, CAE) and Design , Computation by Abstract Devices , Information Storage and Retrieval , Civil Engineering , Complexity
Data Analysis on Complicated Construction Data Sources: Vision, Research, and Recent Developments
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