Algebraic likelihood maximization avoiding the log-likelihood function and differentiation
The fact that the graph of the exponential function exp is always at or above the straight line through the origin with slope exp(1) is well-known and can be easily proved using differential calculus. We provide a simple algebraic proof of that fact and use that fact to construct a template for maximizing the likelihood function that avoids the log-likelihood function and differentiation in a number of examples, including the two-parameter normal distribution family.
Authors
- S. R. Majumdar (ORCID: https://orcid.org/0000-0001-8595-2980)
Institutions
- University of Connecticut (US)
Publication Details
- Journal
- Research in Statistics
- Published
- 2024-08-19
- DOI
- https://doi.org/10.1080/27684520.2024.2376135
- Citations
- 1
- Primary Topic
- Statistical Methods and Inference
- Type
- article
- Field-Weighted Citation Impact
- 0.71