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FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc. edu

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Page 1: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

FROM CONCRETE TO ABSTRACTACTIVITIES FOR LINEAR ALGEBRABasic Skills Analysis Hypothesis Proof

 Helena Mirtova

Prince George’s Community College

[email protected]

Page 2: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Project 1: Spy communication network

•Goal: Introducing students to other uses of matrices and matrix operations than in solving systems of equations, enhancing the idea of proof and introducing proof by mathematical induction.

•Timeline: Project given in the second week of class after solving systems by Gaussian -Jordanian method and right after the formal introduction of matrices and basic matrix operations.

•Length: 20 minutes of group work & 10 minutes of proof discussion

Page 3: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Welcome to Spy Alley!

Please, distribute cards with your code names and communication protocols.

You have 10 minutes to get to checkpoint 1

Page 4: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

If two agents have the same recognition sign then the agent with the larger sign can send a message to the agent with a small sign via dead letter drop. Different signs refer to different dead letter box locations.

A dead drop or dead letter box is a method of espionage tradecraft used to pass items or information between two individuals (e.g., a case officer and agent, or two agents) using a secret location, thus not requiring them to meet directly and thereby maintaining operational security.

1. Draw the digraph (directional graph) of your communication network

A digraph is a finite collection of vertices (agents) together with directed arcs joining certain vertices. A path between vertices is a sequence of arcs that allows one to pass messages from one vertex (agent) to another. The length of path is its number of arcs.

A path of length n is called n-path

Page 5: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Mata Hari

Mrs. Peele

Mr. Steele Severus Snape

Spy Dude

Page 6: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu
Page 7: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

2. Create adjacency matrix A for your digraph, where each element is defined by

1 if there is arc from vertex to vertex

0 if there is no connecting arc

0 if ij

i j

a

i j

3. Find A2, A3, and A4

Checkpoint 1

Page 8: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

4. Explore the graph and the matrix ( you have 10 minutes to get to checkpoint 2):

Let be element in row i and column j of Am )(m

ija

a) What are the dimension’s of matrix A ?

b) Do you observe any symmetry in matrix A ?

c) Find all:

d) If you see any connection between and m – paths from Vi to Vj describe it!

)(mija

1 - path from V5 to V3

2 – path from V5 to V3

3 – path from V5 to V3

4 – path from V5 to V3

Page 9: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Discussion of a proof)(k

ija)(k

ijaTheorem: If A is adjacency matrix of a graph and represents (i,j)

entry of Ak, then is equal to the number of walks (paths) of

length k from Vi to Vj

Let us use mathematical induction

Case k =1, it follows from the definition of the adjacency matrix that

represents the number of walks of length 1 from Vi to Vj

If statement is true for k =m, show that it is true for k =m+1

Let us first consider the following example:

ija

Page 10: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

What do we see?

The number of 3-paths from V5 to V1 multiplied by 0 because there is no arch from V1 to V3 = 0*0

Added to

The number of 3-paths from V5 to V2 multiplied by 0 because there is no arch from V2 to V3 =4*0

Added to

The number of all 3-paths from V5 to V3 multiplied by 0 because there is no arch from V3 to V3 = 0*0

Added to

The number of all 3-paths from V5 to V4 multiplied by 1 because there one arch from V4 to V3 =2*1

Added to

The number of all 3-paths from V5 to V5 multiplied by 0 because there is no arch from V5 to V3 =1*0

Page 11: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Generalizing the observation we can interpret (m+1)-path as m-path followed by arch.

Therefore number of (m+1)-paths between Vi and Vj is equal to the sum m-paths through all

intermediate vertices multiplied by 0 if it is a dead-end or 1 if the (m+1) path can be finished

Therefore,

represents the total number of (m+1)-paths from Vi to Vj

 Next time we will talk about coding messages in our spy network!

Page 12: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Project 2: Elementary Matrices and Geometrical Transformations

•Goal: Find the matrix of a 2D graphic transformation and present it as a product of elementary matrices. Explore possible types of elementary matrices and basic elementary transformations defined by them.

•Timeline: Project given close to the end of the course in a linear transformations section.

•Length: 20 minutes of group work & 10 minutes of proof discussion.

Page 13: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Project Set Up• Students work in small groups (2 or 3 people).

• Each group is given different shapes.

• After all groups have completed the basic skills section, they share results with the rest of the class and instructor facilitates further discussion.

Page 14: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

1. Create data matrices D1 and D2 by entering coordinates of the vertices of Shape 1 and Shape 2

Shape 1 Shape 2

The data matrices should have the following structure

2. Is shape 2 a linear graphical transformation of shape 1? If yes, find the matrix of this transformation

You have 5 minutes to get to checkpoint 1

Page 15: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Checkpoint 1

1.

2.

Page 16: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Definitions and Properties• Elementary row operations

1. Interchange two rows

2. Multiply a row by nonzero constant

3. Add a multiple of a row to another row 

• An n by n matrix is called an elementary matrix if it can be obtained from the identity matrix In by a single elementary row operation

 • If E is elementary matrix then E-1 exists and is an elementary matrix

• Any invertible matrix can be written as the product of elementary matrices

Page 17: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

3. Write A as a product of elementary matrices

3 1

1 2A

1 2R R

1 2

3 1

1

0 1

1 0E

1

1

0 1

1 0E

2 2 13R R R 2 2 13R R R

1 2

0 5

2

1 0

3 1E

1

2

1 0

3 1E

1 2R R

Page 18: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

2 21

5R R

2 25R R

1 2

0 1

3

1 0

10

5

E

1

3

1 0

0 5E

1 1 22R R R 1 1 22R R R

1 0

0 1

4

1 2

0 1E

1

4

1 2

0 1E

4 3 2 1E E E E A I 1 1 1 11 2 3 4A E E E E

3 1 0 1 1 0 1 0 1 2

1 2 1 0 3 1 0 5 0 1

3. Write A as a product of elementary matrices (contd.)

Page 19: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

4. Break your graphical transformation into series of “elementary” transformations using representation of matrix A as a product of elementary matrixes.

Describe each transformation.

Page 20: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

5. List all possible types of elementary matrices

6. Describe basic geometrical transformations defined by each type of elementary matrix and prove your conclusion

1 2

0 11 R R

1 0

1 1

2 2

02 R = kR

0 1

1 03 R = kR

0

k

k

1 1 2

2 2 1

14 R = R +kR

0 1

1 05 R = R +kR

0

k

k

1 – reflection about y=x2 – horizontal expansion or contraction

3 – vertical expansion or contraction4,5 – horizontal and vertical shear

Page 21: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Discussion• Is there only one way to present a matrix as product of elementary

matrices?

• Can any matrix be factored in elementary matrices?

• Does order of elementary geometric transformations matter?

• Which types of elementary transformations did you observe?

• Can shift along x or y axis be described by any elementary matrix ?

Page 22: FROM CONCRETE TO ABSTRACT ACTIVITIES FOR LINEAR ALGEBRA Basic Skills Analysis Hypothesis Proof Helena Mirtova Prince George’s Community College mirtovhx@pgcc.edu

Sample Proof from StudentFor any point with coordinates (x,y)

0 1 =

1 0

x y

y x

Therefore elementary matrix represent reflection about line y=x