Affiliation:
1. University of Wisconsin-Madison
2. Microsoft
Abstract
John Boyd recognized in the 1960's the importance of situation awareness for military operations and introduced the notion of the OODA loop (Observe, Orient, Decide, and Act). Today we realize that many applications have to deal with situation awareness: Customer Relationship Management, Human Capital Management, Supply Chain Management, patient care, power grid management, and cloud services management, as well as any IoT (Internet of Things) related application; the list seems to be endless. Situation awareness requires applications to support the management of data, knowledge, processes, and other services such as social networking in an integrated way. These applications additionally require high personalization as well as rapid and continuous evolution. They must provide a wide variety of operational and functional requirements, including real time processing.
Handcrafting these applications is an almost impossible task requiring exhaustive resources for development and maintenance. Due to the resources and time involved in their development, these applications typically fall way short of the desired functionality, operational characteristics, and ease and speed of evolution. We - the authors - have developed a model enabling the development and maintenance of situation-aware applications in a declarative and therefore economical manner; we call this model KIDS - Knowledge Intensive Data-processing System.
Publisher
Association for Computing Machinery (ACM)
Subject
Information Systems,Software
Reference18 articles.
1. Microsoft Azure ML. studio.azureml.net. Microsoft Azure ML. studio.azureml.net.
2. Oracle R Enterprise. www.oracle.com. Oracle R Enterprise. www.oracle.com.
3. SAS Report on Analytics. sas.com/reg/wp/corp/23876. SAS Report on Analytics. sas.com/reg/wp/corp/23876.
4. A few useful things to know about machine learning
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