Merchant Accounting: Essential Record-Keeping Books

Merchant’s Obligatory Books of Record

Every merchant is obliged to have books of record for their accounting and business correspondence. The books that merchants must have are the following:

  • The daily book
  • The inventory book
  • The letter copier

Composition of the Daily Book

In the daily book will be settled, day by day and according to the order in which they are carried out, all the operations that the merchant does. This includes letters or any other credit papers that they give or receive, and in general,

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Statistical Methods for Data Reduction and Classification

Linear Regression

Linear Regression: Finds the best line that summarizes the relationship between two variables. (Imagine a bunch of dots and a line representing the relationship).

Dimensionality Reduction

A large number of variables results in a dispersion matrix that is too large to study. Dimensionality reduction reduces the number of variables to a few. Why?

  • Simpler Analysis: Fewer features make it easier to find patterns.
  • Faster Processing (e.g., Trading).
  • Better Visualization: It’s easier to visualize
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Essential Geometric Definitions and Theorems

Angles and Lines

  • Acute Angle: An angle that measures less than 90º.
  • Angles: Formed by two rays that share a common endpoint, provided that the two rays are non-collinear.
  • Angle Bisector: A ray that contains the vertex and divides the angle into two congruent angles.
  • Complementary Angle: A pair of angles that sum 90º.
  • Congruent Angles: Two angles are congruent if and only if they have equal measure.
  • Corresponding Angles: Angles that are created at the same location at each intersection where a transversal
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Understanding Vector Spaces, Linear Algebra, Eigenvalues, and Quadratic Forms

A.1.7. Vector Subspaces

A subset H of a vector space V is a vector subspace if and only if:

  • The zero vector 0 is in H.
  • For any vectors v1 and v2 in H, their sum v1 + v2 is also in H.
  • For any vector v1 in H and any scalar k, the scalar multiple k*v1 is also in H.

Examples of non-vector subspaces:

  • Sets defined by polynomial equations.
  • Vectors u = (x, y) where xy + x = 0.
  • Logarithmic functions.

Examples of vector subspaces:

  • Sets defined by linear equations like Ax + By + Cz = 0.
  • Sets defined by linear equations
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Understanding Floating-Point Representation and Errors

Floating-Point Representation and Errors

t: precision – a positive integer

β: base (or radix) – an integer ≥ 2 (2, 10, 16)

e: exponent – an integer

(decimal) value d1.d2d3 · · · dt × β -> (d1 + d2/β1 + · · · + dt/βt-1 ) × βe

exponent range emin ≤ e ≤ emax

1 + 2*((B -1)B(t-1) * (emax- emin + 1)) norm

1 + 2 * (Bt * (emax – emin + 1)) denorm

Memory stored in 3 fields: sign (1 bit positive negative), exponent (depends on range), fraction or significant (depends on precision)

1 + EpsM

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Key Marketing Research Variables and Editing

Scales of Measurement in Marketing Research

Understanding different scales is crucial for accurate data interpretation.

  • Nominal Scale: Numbers serve only as labels or tags for identifying and classifying objects. In marketing research, it’s used to identify respondents, brands, attributes, and other objects. Example: Numbers assigned to runners in a race.
  • Ordinal Scale: Indicates rank order, providing directional information in addition to nominal information. It measures non-numeric concepts like
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