With the advent of ICT-based healthcare applications, various formats of health data are generated every day in huge volume. Such data, consisting of unstructured, semi-structured and structured data, has every charac...
详细信息
With the advent of ICT-based healthcare applications, various formats of health data are generated every day in huge volume. Such data, consisting of unstructured, semi-structured and structured data, has every characteristic of Big data. nosqldatabases are generally preferred for storing such type of health data with the objective of improving query performance. However, for efficient retrieval and processing of Big Health data and for resource optimization, suitable datamodels and design of the nosqldatabases are important requirements. Unlike relational databases, no standard methods or tools exist for nosqldatabase design. In this work, we adopt an ontology-based schema design approach. We propose that an ontology, which captures the domain knowledge, be used for developing a health datamodel. An ontology for primary healthcare is described in this paper. We also propose an algorithm for designing the schema of a nosqldatabase, keeping in mind the characteristics of the target nosql store, using a related ontology, a sample query set, some statistical information of the queries, and performance requirements of the query set. The ontology proposed by us for primary healthcare domain and the above mentioned algorithm along with a set of queries are used for generating a schema targeting MongoDB datastore. The performance of the proposed design is compared with a relational model developed for the same primary healthcare data and the effectiveness of our proposed approach is demonstrated. The entire experiment has been carried out on MongoDB cloud platform.
With the advent of e-healthcare applications, managing health data manually is no longer possible. Health data being voluminous, complex in nature and generally described with specialized terminologies, requires to be...
详细信息
Due to the increasing number of personal transportation vehicles and cargo transportation it is reasonable to implement intelligent transportation systems based on adaptive algorithms to deliver the effective control ...
详细信息
ISBN:
(纸本)9789897584190
Due to the increasing number of personal transportation vehicles and cargo transportation it is reasonable to implement intelligent transportation systems based on adaptive algorithms to deliver the effective control of traffic flows within the highspeed transportation corridors connecting different countries. The presented paper proposed the concept of the regional intelligent transportation system module which could be extented into regions taking into account its specific features. Presented approaches are considered on the data on real-time traffic flow parameters collected from different heterogeneous data sources. The nature of the data and its structure underlie the data warehouse model.
Internet has sophisticated the life of a populist. The cloud is an Internet-based technology where data are location independent. It provides "on demand" service to the customer on pay-per-use model. The mul...
详细信息
ISBN:
(纸本)9789811024719;9789811024702
Internet has sophisticated the life of a populist. The cloud is an Internet-based technology where data are location independent. It provides "on demand" service to the customer on pay-per-use model. The multi-tenancy is an essential characteristic in cloud, which has motivated many researchers to contribute their work. Scaffold is a platform, where programmers can specify and integrate application and database. The pattern is a reusable component used to develop applications. nosql document datamodel has an advantage of storing the values in a tiered storage. In this contribution, a pattern language for the scaffold is proposed, which will be useful for the researchers to develop malleable multi-tenant SaaS application.
暂无评论