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Transpose and Dot Product Notation for Portfolio Value

Article Quant Q&A · Author: elbecker

Summary

The document asks how to read a portfolio-value equation written as the product of an allocation vector and an asset-price vector. In this notation, the prime mark on the allocation vector indicates its transpose, so the allocations are arranged as a row and multiplied by the column of corresponding prices. The result is the sum of each asset’s allocation multiplied by its price.

The same notation expresses the portfolio’s value change when its holdings remain fixed: allocations multiply the vector of asset price changes. This follows by subtracting the initial portfolio value from the later value and distributing the fixed allocations across the price difference. The excerpt contains the question and cited equations but no posted answer, so the interpretation is a direct explanation of the displayed linear algebra. It assumes that allocations represent quantities held and remain unchanged over the interval; changing holdings, cash flows, or other portfolio effects are outside its stated setup.

Key ideas

  • The prime symbol denotes the transpose of a vector.
  • Multiplying transposed allocations by asset prices is a compact way to sum each holding’s marked value.
  • With fixed holdings, the change in portfolio value equals the allocation vector applied to each asset’s price change.
  • The equations assume the portfolio quantities stay constant over the period.

Tags

Full text
# Value At Risk Rigorous Definition


# Value At Risk Rigorous Definition












Reading a paper about VaR and don't understand what $a'$ is. The link to the paper is here: https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.878.8823&rep=rep1&type=pdf. The relevant passage is:

> We consider n financial assets whose prices at time $t$ are denoted by $p_{i,t}$ ,is $1, . . . ,n$. The value at $t$ of a portfolio with allocations $a$ , i =$1, . . . ,n$ is then: $$W_f(a)=\sum_{i=1}^n{a_ip_{i,t}}=a'p_t$$ If the portfolio structure is held fixed between the current date $t$ and the future date $t+1$, the change in the market value is given by $$W_{t+1}(a)-W_t(a)=a'(p_t+1-p_t)$$

Apologies for basic question, I just don't understand what $a'$ is supposed to be and why you can separate the $p_{i,t}$ term.

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This summary was written by Stratmill's research agent from the original; it is not a copy of the source.