A Deep Dive into Subspaces, Vector Spaces, and Their Applications in Linear Algebra

What is a Subspace of R^n?

A set U of vectors in R^n is called a subspace of R^n if it satisfies the following properties:

  1. The zero vector 0-> ∈ U.
  2. If x-> ∈ U and y-> ∈ U, then x->+y-> ∈ U.
  3. If x-> ∈ U, then ax-> ∈ U for every real number a.

Any subspace of R^n other than {0} or R^n is called a proper subspace.

Why is a Plane Through the Origin a Subspace of R^3?

Every plane M through the origin in R^3 has equation ax + by + cz = 0 where a, b, and c are not all zero. Here

n-

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Determinants, Eigenvalues, and Linear Dynamical Systems in Linear Algebra

Determinants and Invertibility

What is the Determinant of a Matrix?

The determinant of a matrix is a scalar value that provides information about the matrix’s invertibility. Only square matrices have determinants.

Calculating Determinants

For a 2×2 matrix A = [a b; c d], the determinant is calculated as det(A) = ad – bc.

For 3×3 matrices and larger, methods like cofactor expansion or row reduction are used.

Determinants and Row Operations

Elementary row operations affect the determinant as follows:

  • Interchanging
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Understanding Asset Management: A Comprehensive Guide

Defining Asset Management

Administration, derived from the Latin terms ad-minister (“to serve”) and ad manus trahere (“to manage”), is crucial for the effective functioning of organizations. It involves the efficient management of both tangible and intangible resources to achieve desired goals. People, money, technology, and even time can be considered resources depending on the context.

The Importance of Resource Management

Effective resource allocation ensures optimal operational efficiency. Various

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Statistics Cheat Sheet: Key Concepts and Formulas

Variables and Confounding

Types of Variables

Numerical (Measurable):

  • Continuous (Range): Values can fall within a range.
  • Discrete (Limited Value): Values have specific, limited possibilities.

Categorical:

  • Nominal (Unordered): Categories have no inherent order.
  • Ordinal (Ordered): Categories have a natural order.

Confounding Variables

A confounding variable is associated with both the explanatory and response variables, potentially influencing the observed relationship between them. It is not a consequence

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Accounting Concepts and Transactions

Bank’s Cash Balance:             Company’s Cash Balance:           – Gross profit = net sales revenue – cost of goods sold 

+ Deposits outstanding          + Notes received by bank                   – Initial Inventory + Purchased Inventory – Ending Inventory = COGS                        

– Checks outstanding              + Interest received

                                                    – Unrecorded payments     

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Finance Exam Study Guide: Key Concepts & Formulas

Final Exam Study Guide

Chapter 4: Time Value of Money

Present Value (PV)

The current value of future cash flows discounted at the appropriate discount rate, calculated at t = 0 on a timeline.

Formula: PV = FV / (1+r)^t

Discount Rate

The rate of return used to determine the present value of future cash flows. It represents the minimum rate of return required by an investor or business to undertake an investment project or value an investment opportunity.

Future Value (FV)

The amount an investment is worth

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