Reactive Business Intelligence
Encyclopedia
Reactive Business Intelligence (RBI)
advocates an holistic approach that integrates data mining
, modeling
and interactive visualization
, into an end-to-end discovery and continuous innovation process powered by human and automated learning.
In the area of decision making
this approach has been used
to adapt the decision method to the
knowledge which is progressively acquired from the decision maker .
An interactive visualization
software based on RBI principles is Grapheur
.
is a multi-disciplinary research area between Operations Research (optimization), Computer Science,
Machine learning and Neural Networks that studies online learning schemes applied to problem-solving
and optimization, according to a learning while optimizing principle
.
The word reactive hints at a ready response to events during the search through an internal feedback loop for online self-tuning and dynamic adaptation.
Online adaptation and model revision is used in Reactive Business Intelligence
to adapt the data mining and interactive visualization techniques to
the knowledge derived from a user in real time.
advocates an holistic approach that integrates data mining
Data mining
Data mining , a relatively young and interdisciplinary field of computer science is the process of discovering new patterns from large data sets involving methods at the intersection of artificial intelligence, machine learning, statistics and database systems...
, modeling
Modeling and simulation
Modeling and simulation is the use of models, including emulators, prototypes, simulators, and stimulators, either statically or over time, to develop data as a basis for making managerial or technical decisions. The terms "modeling" and "simulation" are often used interchangeably.The use of...
and interactive visualization
Interactive visualization
Interactive visualization is a branch of graphic visualization in computer science that involves studying how humans interact with computers to create graphic illustrations of information and how this process can be made more efficient....
, into an end-to-end discovery and continuous innovation process powered by human and automated learning.
In the area of decision making
Decision making
Decision making can be regarded as the mental processes resulting in the selection of a course of action among several alternative scenarios. Every decision making process produces a final choice. The output can be an action or an opinion of choice.- Overview :Human performance in decision terms...
this approach has been used
to adapt the decision method to the
knowledge which is progressively acquired from the decision maker .
An interactive visualization
Interactive visualization
Interactive visualization is a branch of graphic visualization in computer science that involves studying how humans interact with computers to create graphic illustrations of information and how this process can be made more efficient....
software based on RBI principles is Grapheur
Grapheur
Grapheur is a data mining, modeling and interactive visualization package implementing the Reactive Business Intelligence approach.-Overview:...
.
Relationships with Reactive Search Optimization (RSO)
RSOReactive search optimization
Reactive search optimization defines local-search heuristics based on machine learning, a family of optimization algorithms based on the local search techniques...
is a multi-disciplinary research area between Operations Research (optimization), Computer Science,
Machine learning and Neural Networks that studies online learning schemes applied to problem-solving
and optimization, according to a learning while optimizing principle
.
The word reactive hints at a ready response to events during the search through an internal feedback loop for online self-tuning and dynamic adaptation.
Online adaptation and model revision is used in Reactive Business Intelligence
to adapt the data mining and interactive visualization techniques to
the knowledge derived from a user in real time.
See also
- Business IntelligenceBusiness intelligenceBusiness intelligence mainly refers to computer-based techniques used in identifying, extracting, and analyzing business data, such as sales revenue by products and/or departments, or by associated costs and incomes....
- Data miningData miningData mining , a relatively young and interdisciplinary field of computer science is the process of discovering new patterns from large data sets involving methods at the intersection of artificial intelligence, machine learning, statistics and database systems...
- Interactive visualizationInteractive visualizationInteractive visualization is a branch of graphic visualization in computer science that involves studying how humans interact with computers to create graphic illustrations of information and how this process can be made more efficient....
- Reactive Search OptimizationReactive search optimizationReactive search optimization defines local-search heuristics based on machine learning, a family of optimization algorithms based on the local search techniques...