My doctoral research focused on different issues connected to interaction quantification in Computer Experiments. In particular, I provided new results on two main related topics: (i) the nature and (ii) the estimation of interactions. Concerning the first aspect, in the Thesis it is shown that interactions can have infinitesimal, local and global effect, and that they can be synergistic and antagonistic. Accordingly, different methods should be used for specific interaction locations and types. I have shown how it is possible to connect insights delivered by different methods. I have also provided a new approach to interaction quantification based on game theory
Understanding the factors that define a given interaction is important in agricultural, agronomic, a...
Deterministic computer simulations of physical experiments are now common techniques in science and ...
ABSTRACT The identification of gene–gene and gene–environment interaction in human traits and diseas...
Identifying interactions and understanding the underlying generating mechanism is essential for inte...
This book describes methods for designing and analyzing experiments that are conducted using a compu...
Experiments are conducted to draw inferences about an entire ensemble based on a selected number of ...
Here we use simulation to assess previously unaddressed problems in the assessment of statistical in...
The principle focus of this paper is on interpretation of interactions that are obtained when respon...
Ph.D.StatisticsUniversity of Michigan, Horace H. Rackham School of Graduate Studieshttp://deepblue.l...
Observational methods in interaction analysis are defended. Observational methods are distinguished ...
Interaction is a fundamental dimension for modelling and engineering complex computational systems. ...
The tools of sensitivity analyses are old, well known, and used in diverse engineering and non-engin...
When investigating the impact of predictor variables on an outcome variable or measuring the effecti...
This book presents computational interaction as an approach to explaining and enhancing the interact...
An interaction effect exists when the influence of an independent variable X on an outcome variable ...
Understanding the factors that define a given interaction is important in agricultural, agronomic, a...
Deterministic computer simulations of physical experiments are now common techniques in science and ...
ABSTRACT The identification of gene–gene and gene–environment interaction in human traits and diseas...
Identifying interactions and understanding the underlying generating mechanism is essential for inte...
This book describes methods for designing and analyzing experiments that are conducted using a compu...
Experiments are conducted to draw inferences about an entire ensemble based on a selected number of ...
Here we use simulation to assess previously unaddressed problems in the assessment of statistical in...
The principle focus of this paper is on interpretation of interactions that are obtained when respon...
Ph.D.StatisticsUniversity of Michigan, Horace H. Rackham School of Graduate Studieshttp://deepblue.l...
Observational methods in interaction analysis are defended. Observational methods are distinguished ...
Interaction is a fundamental dimension for modelling and engineering complex computational systems. ...
The tools of sensitivity analyses are old, well known, and used in diverse engineering and non-engin...
When investigating the impact of predictor variables on an outcome variable or measuring the effecti...
This book presents computational interaction as an approach to explaining and enhancing the interact...
An interaction effect exists when the influence of an independent variable X on an outcome variable ...
Understanding the factors that define a given interaction is important in agricultural, agronomic, a...
Deterministic computer simulations of physical experiments are now common techniques in science and ...
ABSTRACT The identification of gene–gene and gene–environment interaction in human traits and diseas...