The LION Way: Machine Learning plus Intelligent Optimization
by Roberto Battiti, Mauro Brunato
Publisher: Lionsolver, Inc. 2013
Number of pages: 202
Description:
Learning and Intelligent Optimization (LION) is the combination of learning from data and optimization applied to solve complex and dynamic problems. The LION way is about increasing the automation level and connecting data directly to decisions and actions.
Download or read it online for free here:
Download link
(10MB, PDF)
Similar books
Reinforcement Learningby C. Weber, M. Elshaw, N. M. Mayer - InTech
This book describes and extends the scope of reinforcement learning. It also shows that there is already wide usage in numerous fields. Reinforcement learning can tackle control tasks that are too complex for traditional controllers.
(14845 views)
Modeling Agents with Probabilistic Programsby Owain Evans, et al. - AgentModels.org
This book describes and implements models of rational agents for (PO)MDPs and Reinforcement Learning. One motivation is to create richer models of human planning, which capture human biases. The book assumes basic programming experience.
(1476 views)
Reinforcement Learning and Optimal Controlby Dimitri P. Bertsekas - Athena Scientific
The book considers large and challenging multistage decision problems, which can be solved by dynamic programming and optimal control, but their exact solution is computationally intractable. We discuss solution methods that rely on approximations.
(417 views)
An Introductory Study on Time Series Modeling and Forecastingby Ratnadip Adhikari, R. K. Agrawal - arXiv
This work presents a concise description of some popular time series forecasting models used in practice, with their features. We describe three important classes of time series models, viz. the stochastic, neural networks and SVM based models.
(5995 views)