Jensen's Inequality

GPTKB entity

Statements (51)
Predicate Object
gptkbp:instance_of gptkb:inequality
gptkbp:applies_to convex functions
concave functions
gptkbp:has_applications_in gptkb:machine_learning
information theory
https://www.w3.org/2000/01/rdf-schema#label Jensen's Inequality
gptkbp:is_a gptkb:theorem
inequality theorem
fundamental result
gptkbp:is_applied_in risk management
random variables
integrals
portfolio theory
finance models
gptkbp:is_cited_in gptkb:textbooks
research articles
academic papers
gptkbp:is_debated_in gptkb:Mathematics
mathematical induction
gptkbp:is_expressed_in E[f(X)] ≤ f(E[ X]) for concave f
E[f(X)] ≥ f(E[ X]) for convex f
gptkbp:is_related_to gptkb:analysis
probability theory
utility theory
Cauchy-Schwarz inequality
risk aversion
expected value
exponential functions
logarithmic functions
Minkowski inequality
gptkbp:is_taught_in economics courses
mathematics courses
finance courses
statistics courses
gptkbp:is_used_in economics
finance
statistics
risk assessment
optimization problems
decision theory
gptkbp:is_used_to evaluate performance
support decision making
compare distributions
prove other inequalities
analyze variance
estimate expectations
derive bounds
gptkbp:named_after Johan Jensen
gptkbp:state the value of a convex function at the mean is less than or equal to the mean of the function values
gptkbp:bfsParent gptkb:Michael_C._Jensen
gptkbp:bfsLayer 7