Comparing Scalars Using Standard Comparison Operators
QUIZ #03 (30 points) NAME:____________________ (uppercase) 1. (20 points) Terms, Definitions, and (possible) Values A F 0(only) [+, -] B G +(positive) [+, 0, -] C Choices -(negative) D [-, 0] E [0, +] Assume that π± = [ππ , ππ , β― , ππ ]π» , where ππ β β (i.e., ππ is a scalar.); thus π± β βπ (i.e., π± is an n-dimensional (column) vector.). For each of (1) β (12) in the table below, choose all that apply from the choices (A β T) in the first table. Term (01) (arithmetic) mean (02) median (03) mode (04) difference (05) distance (06) deviation (07) variance (08) standard deviation (09) skewness (10) kurtosis Definition (Provide a definition in a short sentence or in a formula.) Possible values (One from A β G) 2. (10 points) (Vector) Norms Similarly, WLOG, assume that the two column vectors (say, π± = [ππ , ππ , β― , ππ ]π» and π² = [ππ , ππ , β― , ππ ]π»). We start by asking the following questions: (1) How to compare two scalars (say, ππ and ππ )? (2) How to get a difference between ππ and ππ (or between ππ and ππ )? (3) How to define a length from a difference between ππ and ππ (or between ππ and ππ )? (4) Can you the same questions and answers be directly applicable to x and y? (5) What are the properties of a vector? In other words, how do you define a vector? (6) How to calculate the direction of a vector? (7) How to calculate the magnitude of a vector? (8) What is the inner product of two vectors? (9) What is the outer product of two vectors? (10) What is the cross product of two vectors? (11) What is the dot product of two vectors? (12) What do you mean by being βorthogonalβ between two vectors? (13) What is the norm of a vector? (14) What is the normalization of a vector? (15) What do you mean by being βorthonormalβ? Term vector norm Definition p-norm 1. βxβ β₯ 0 (non-negativity) and βxβ = 0, iff π₯π = 0. (x is a zero vector.) 2. βΞ±xβ = |πΌ|βxβ, for βπΌ β β. (scaling) 3. βx + yβ β€ βxβ + βyβ. (triangle inequality) ββ β: βπ β β π Properties (or related contents) 1 π βxβπ = (β|π₯π |π ) βπ -norm π=1 β1-norm L1 norm Taxicab norm Manhattan norm β2 -norm L2 norm Euclidean norm βο₯ -norm supremum norm, Chebyshev norm, uniform norm, infinity norm, maximum norm p-norm normalization visualization of norms – – Relationship among norms – –
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