We have collected many references related to Quadratic Forms in Gaussian Random Variables . Many of these contain formulae to evaluate statistical properties of interest such as : Cumulative Distribution Functions, Probability Distribution Functions, Moments and so on. We wish to present a taxonomic view of these references. We have so far enumerated 8 items we wish to present. As we add or remove references managing the synchronization between these many faces is cumbersome and error prone. We wish to have a single of manual entry source from which the items below can be generated. In this branch and repo we develop the sources responsible for this process.
-
List of References Category A
- We define
Category A
as: the set of references after 1990 or not cited by Mathai and Provost in their Book of Quadratic Forms in Gaussian Random Variables.
- We define
-
List of References Category B
- We define
Category B
as: the set of references before 1990 or not cited by Mathai and Provost.
- We define
-
Classification Diagram
- Category A
- Category A
Union
Category B
-
Raw input classification table:
- Multivariate
- Ratios
- Single
-
Formula Type {Six Categories Diagram/Table}
- Finite Expression
- Infinite Series
- Numeric Integration
- Approximate Random Variable
- Moment Matching
- Saddle Point Approximation
-
Approach/Common Themes Table
- M-factorial Representation of Covariance Matrix
- Parital Fraction Decomposition
- Integral Transform / Inversion
- Marginalization over Auxiliary Variables
-
Formula Supplement
- Formulas
- Steps/PsuedoCode
-
Quadratic Form Subsumption Graph
- Multivariate
- Ratios
- Single
-
M vs. N graph
This graph shows which papers have "actually" computed quadratic froms for what values of
$M$ (the number of quadratic forms) and$N$ (the number of gaussian variables).
-
List of References Category A
- We define
Category A
as: the set of references after 1990 or not cited by Mathai and Provost in their Book of Quadratic Forms in Gaussian Random Variables.
- We define
-
List of References Category B
- We define
Category B
as: the set of references before 1990 or not cited by Mathai and Provost.
- We define
How do we generate the items above? These should be very straight forward. We need a text based file (preferrably json) containing citation keys and the category for each item. What format do we use? Two big objects category A and B with citation key arrays. Or citation key objects with category tags?
Lets assume the earlier. We run through each list and output a latex file line that says: \fullcite{item}.
We also want post notes to differentiate repeat items. We need to include post note in source file.
I guess one way now is a CSV File
Bibkey | Equation No | Category (A or B) |
---|---|---|
mohanad2023 | Eq 5 | A |
The classification diagram we have has 3 main categories: Single, Ratios, Multivariate. In the Single Forms we have (Centra, Definite, Definite Central) subcategories. In the Ratios we have: Moments