inverse
Last edited: August 8, 2025the inverse is the the opposite of an operation. As in, if you apply the inverse of an operation to the result of applying the original with the same operation it will cancel it.
That is,
\begin{equation} A * B * B^{-1} = A \end{equation}
\(B^{-1}\) is then the inverse of \(B\) for the \(*\) operation. This is operation dependent.
inverse transform sampling
Last edited: August 8, 2025- Generate a uniform number between 0 to 1.
- Get the inverse of the standard normal density function at that value (let number be \(y\), find the \(x\) such that \(\phi(y) = x\))
- return \(x\)
invertability
Last edited: August 8, 2025A Linear Map is invertable if it can be undone. It is called a nonsingular matrix
constituents
A linear map \(T \in \mathcal{L}(V,W)\)
requirements
A Linear Map \(T \in \mathcal{L}(V,W)\) is called invertable if \(\exists T^{-1} \in \mathcal{L}(W,V): T^{-1}T=I \in \mathcal{L}(V), TT^{-1} = I \in \mathcal{L}(W)\).
“a map is invertable if there is an inverse”: that combining the commutable inverse and itself will result in the identity map.
additional information
matrix invertability
Matrices whose determinants are not \(0\) (i.e. it is invertable) is called “nonsingular matrix”. If it doesn’t have an inverse, it is called a singular matrix.
Inverted Index
Last edited: August 8, 2025For each term \(t\), let’s store all the documents containing \(t\). We identify each doc by DocID.
postings list
a “postings list” datastructure is a variable-length list which is appended to with “postings”. In this way, we can store a “posting” for every DocID with the index we encounter.
For instance, this could be a linked list.
Although: we generally want to sort our postings list by documentID for ease of indexing.
