Exercises and use cases
Mixed materials from LION researchers and users
Warmup for using LIONoso
as orchestrator.
The following is of interest for using LIONoso
to "glue together" different components written in scripting or compiled languages
(Python, C or C++, etc.), define complex processes and coordinate them, visualize results.
Essential for rapid prototyping and speeding up delivery of complex software processes.
Connecting components and "ruling them all" by LIONoso
One Ring to rule them all, One Ring to find them,
One Ring to bring them all and in the darkness bind them
In the Land of Mordor where the Shadows lie.
Using parametric tables
A flexible tool to generate data tables on the fly based on some input parameters.
You have to try it to understand its power.
LIONoso orchestration of Java modules
The most efficient way to include an external model in LIONoso is to embed it within a
Java package.
R language components in LIONoso
Connecting C# to LIONoso
How to write in C# and connect the component.
The following are meant to accompany the book with concrete and practical examples.
K nearest neighbors.
Learning with method (training and generalization).
Handwritten digit recognition with linear regression.
Digit recognition with CART trees and democratic forests.
The following are cases of tutorial nature.
The danger of overfitting.
Logistic regression for predicting heart disease.
Marketing automation for banks via SVM and cross-validation.
Mixed Usage Cases in Marketing, E-Commerce etc.
The following cases were developed mostly by users in marketing, e-commerce, finance, social networks.
Evaluating bank customers asking for credit.
Network analytics: "focus and context" visualization, social networks.
Collaborative recommendation: movies and viewers.
Web mining and the network of USA politicians.
Asset portfolio selection in finance.
Predictive analytics: neural networks.
The French invasion of Russia.
Reactive Search Optimization: identifying optimal solutions.
Learning and optimizing your business: the LION way.
Usage Cases in Engineering.
The following cases were developed mostly by engineers in different sectors.
Optimization of electronic circuits.
Welded beam design: how to tradeoff multiple objectives.
Fluid dynamics and parallel computing.
Wireless access point placement.
Mechanical engineering: designing roof trusses and improving vehicle safety.
Usage Cases by External Groups.
The following cases were developed mostly by external groups in our community (thank you to the various contributors!).
Construction workers
Sweeping through innovation and economy in the world
Houses and neighborhoods
Cities around the world
Select your perfect car!
Sociology to study violence.
Viral infections spreading in a network.