Prof. Giuseppe Pareschi
Department of Mathematics
Viale della Ricerca Scientifica 1, 00133, Roma, IT
Stanza: 0212
Telefono: 06 72594621
pareschi@mat.uniroma2.it
LINEAR ALGEBRA AND GEOMETRY, YEAR
2013-'14,
ENGINEERING SCIENCES
Instructor: Prof. Giuseppe Pareschi
Teaching Assistant:
Dr. Ha Tran Nguyen
Thanh
Timetable course :
WED 11.30 - 1.15 pm and
2.00 -
2.45 (upon students' request, the last hour can be moved up,
skipping the lunch-break)
THU 10.30 - 11.15
FRI 2.00 - 3.45
All classes will take place in room 7.
Timetable tutoring (Dr. Ha Tran Nguyen Thanh):
FRI 9.30 - 11.15 room 7
Office hours:
By appointment (please send me an e-mail).
Textbook: T. Apostol, Calculus, Vol. I and
II.
ANNOUNCEMENTS:
NEW!
- The next written exams will be on feb 11 and feb 18 at 2.00 pm.
Room C4.
- During the written exams it will be possible to
consult notes and/or books.
Syllabus: Chapters 12, 13, 14, 15, 16 of volume I
of
the textbook and
Chapters 3, 4, 5 of volume II.
See also
pdf
Weekly description of the topics of the lectures,
with assigned exercises:
- Week 1 (March 3 - 6)
Topics: V(n) (space of real n-tuples). Addition
and scalar multiplication in V(n). Dot product. Norm. Angle between two
vectors.
Reference: Apostol, Calculus Vol. I,
Sections
from 12.1 to 12.6.
Assigned exercises:
Apostol, Calculus Vol. I, Section 12.4 (all) and Section 12.8, from n.1 to
n. 11.
- Week 2 (March 7 - 13)
Topics: Projection. Given vectors A and B how to
construct vectors of the form xA+yB forming a prescribed angle with A.
Linear span of a finite collection of vectors. Discussion of various
particular cases. Linear independence.
Reference: Apostol, Calculus Vol. I,
Sections
12.9. 12.10, 12.12
Assigned exercises:
Apostol, Calculus Vol. I, Section 12.8, from n.1 from n.12 to the end.
Sections 12.11 and 12.15 (all).
n. 11.
- Week 3 (March 14 - 19)
Topics:
LInear independence and dependence (continuation). Bases of V(n).
Components of a vector with respect to a given basis. Orthogonal and
orthonormal bases.
Examples of solution of linear systems with gaussian elimination.
Reference: Apostol, Calculus Vol. I,
Sections
12.13, 12.14.
Assigned exercises:
Apostol, Calculus Vol. I, Section 12.15.
First midterm I, 2010-'11, Ex. 1(a), Ex. 2
First midterm II, 2010-'11, Ex.2.
3rd session 2011-'12, Ex.3.
Special session 2012-'13, Ex. 1(a).
More exercises
- Week 4 (March 21 - 26)
Topics:
Lines in V(n). Distance point-line in V(n). Normal vectors and cartesian
equations of lines in V(2). Distance point-line in V(2). Planes in V(n).
Determinants of order 2 and 3. Definition, Laplace expansions. First
properties.
Reference: Apostol, Calculus Vol. I,
Sections 13.1-4. 13.6-7. Note that in class it was explained how to
compute the distance between a point and a line in V(n), for any n, while
in the book this case is treated only in the case n=2.
Assigned exercises:
Apostol, Calculus Vol. I, Sections 13.5 and 13.8.
More exercises (2nd series)
First midterm II, 2010-'11, Ex.3.
4th session 2011-'12, Ex.1.
6th session 2011-'12. Ex 1(a)
1st session 2012-'13. Ex. 1
2nd session 2012-'13. Ex. 1
3rd session 2012-'13. Ex.1
- Week 5 (March 27 - April 3)
Topics:
Determinants of order 3 (continuation). Cross product of two vectors in
V(3). Area of a
parallelogram in V(3). Determinant of a matrix of order 3 as a mixed
product. Normal vector and cartesian equation of a plane in V(3).
Distance point-plane in V(3). Volume.
Linear independence of 3 vectors in V(3) and
determinants. Application to linear systems of 3 inequations in 3
unknowns. Cramer's rule.
Reference: Apostol, Calculus Vol. I,
Sections 13.9-10, 13.12-13 and 13.15-16. Note that in class it was
given a full treatment of determinants of order 3, while in the book
there is only the Laplace expansion from the first row (actually, this is
taken as definition).
Assigned exercises:
Apostol, Calculus Vol. I, Sections 13.11, 13.14 and 13.17
More exercises (3rd series)
First midterm I, 2010-'11, Ex.3.
2nd session 2010-'11, Ex.1
4th session 2010-'11, Ex.1.
3rd session 2010-'11. Ex.1
4th session 2010-'11. Ex.2
3rd session 2011-'12, Ex. 2.
4th session 2011-'12. Ex. 1 and 2.
6th session 2011-'12. Ex 1 and 2.
1st session 2012-'13. Ex. 1
4th session 2012-'13. Ex. 1
5th 2012-'13. Ex.1
- Week 6 (April 4 - April 10)
Topics:
Conic sections: polar equation, cartesian equation, conics with
central symmetry.
Vector valued functions: rules of calculations. Reparametrizations.
Regular curves.
Velocity and accelaration vectors, speed, tangent line, unit tangent
vector, unit normal vector, formula for the acceleration.
Reference: Apostol, Calculus Vol. I,
Sections 13.19-20 and 13.22-23. Sections 14.1-3, 14.5-6, 14.8
Assigned exercises:
Apostol, Calculus Vol. I, Sections 13.21, 13.24, 13.24, 13.25, 14.4, 14.7,
14.9. Note that, concerning vector valued functions, some of the
following exercises, contained in previous
years' exams, are very similar, if not equal, to some exercises of the
book.
First midterm I, 2010-'11, Ex.4 and 5.
First midterm II, EX. 4 and 5.
1st session 2010-'11. Ex.3
2nd session 2010-'11, Ex.2 and 3(a)
3rd session 2010-'11, Ex.2
1st session 2011-'12, Ex. 2(a)(b)
2nd session 2011-'12, Ex.1 and 2
4th session 2011-'12. Ex. 3.
5th session 2011-'12. Ex. 2 and 3.
6th session 2011-'12. Ex 3(a)
1st session 2012-'13. Ex. 3
2nd session 2012-'13, Ex. 2
3rd session 2012-'13, Ex. 2
4th session 2012-'13. Ex. 2
Special session 2012-'13, Ex.2
5th 2012-'13. Ex.2
6th session 2012-'13. Ex.2
- Week 7 (April 11 - 17)
Topics: Length of an arc of curve and arc-length
function. Curvature. Velocity, speed, acceleration, curvature in polar
coordinates. Area-speed. Cylindrical coordinates. Curves with radial
acceleration. Kepler's laws (only the first two).
Reference: Apostol, Calculus Vol. I,
Sections 14.10-12 (note: you can skip most of this sections, and take as
definition of arc-length Theorem 14.13 and the subsequent formula
(immediately before Example 1. Then you should study Examples 1 and 2.)
Sections 14.14, 14.16-18, 14.20.
Assigned exercises:
Apostol, Calculus Vol. I, Sections 14.13, 14.15, 14.19 and 14.21
. Here are some solutions
Moreover you should study all the remaining exercises on vector valued
functions in the previous
years'
exams. Most, if not all, of them are equal or completely similar to
exercises in the textbook.
- Week 8 (April 30 - May 7,8,9)
Topics:
Linear spaces (real or complex). Linear subspaces. Examples. Linear
dependence and independence. Linear span. Finite-dimensional vs
infinite-dimensional linear spaces. Bases and dimension of
finite-dimensional linear spaces. Inner products and norms (in the real
and in the complex case).
Reference: Apostol, Calculus Vol. I,
Sections 15.1-4, 15.6-8, 15.10
Assigned exercises:
Apostol, Calculus Vol. I, Sections 15.5, 15.9, 15.12.
- Week 9 (May 14 - 21)
Topics:
Orthogonality, orthogonal and orthonormal bases, Gram-Schmidt
orthogonlaization. The orthogonal subspace. Orthogonal decomposition
theorem. Orthogonal projection (onto a finite-dimensional subspace).
Distance from a finite dimensional subspace. Interpretation as best
approximation. Examples from analyis: trigonometric polynomials and
Legendre polynomials.
Reference: Apostol, Calculus Vol. I,
Sections 15.11, 15.13-15.
Assigned exercises:
Apostol, Calculus Vol. I, Sections 15.12, 15.16. Moreover:
Second midterm, 2010-'11. Ex. 1
First session 2010-'11. Ex. 1
Fourth session 2010-'11. Ex. 3
First session 2011-'12. Ex.4
Second session 2011-'12. Ex.4
Third session 2011-'12. Ex.1
6th session 2011-'12: Ex.4
3rd session 2012-'13: Ex.3
Special session 2012-'13: Ex. 4
5th session 2012-'13: Ex.4
- Week 10 (May 22 - May 29)
Topics:
Linear trasformations. Matrices. Matrix multiplication. Matrical notation
for linear systems. Sum and scalar multiplication of matrices. Properties
of matrix multiplication. Identity matrices. The linear transformation
associtaed to a
matrix.
Null-space and range of a linear trasformation. Nullity+rank theorem.
Interpretation of null space and range for the transformation associated
to a matrix. Rank of a matrix as the maximal number of independent columns
and of independent rows. Rouche'-capelli Theorem.
Reference: Apostol, Calculus Vol. I,
Sections 16.1-3, 16.10, 16.13, 16.15, 16.17, 16.18
Assigned exercises:
Apostol, Calculus Vol. I, Sections 16.4, 16.16, 16.20
Moreover, there are these Supplemntary notes and exercises
- Week 11 (May 30 - june 6)
Topics:
Null-space and injectivity. Injective, surjective and bijective linear
transformations.
Invertible matrices and inverse matrices. Invertibility and rank.
Calculation of the inverse matrix by means of gaussian elimination.
Linear tranformations with precribed values on a vector of a given
basis.
Matrix representing a given linear transformation with respect to given
bases of the target and of the source. Examples: projections and
reflections.
Change of basis.
Reference and Assigned exercises:
Supplementary notes and exercises II . or Apostol, Vol. I:
Sections 16.7, 16.9, 16.10, 16.13, 16.14, 16.19
Exercises an the textbook:
Apostol, Calculus Vol. I, Sections 16.8, 16.12, 16.16 16.20
Moreover:
Second midterm, 2010-'11. Ex. 2
First session 2011-'12. Ex.3
Second session 2011-'12. Ex.3
Third session 2011-'12. Ex.4
Fourth session 2011-'12. Ex.4
5th session 2011-'12: Ex.4
1st session 2012-'123: Ex.2
2nd session 2012-'13: Ex.2
3rd session 2012-'13: Ex.4
Special session 2012-'13: Ex. 3
- Week 12 (june 9 - june 13)
Topics:
Determinants (summary without many proofs): properties, calculation by
means of gaussian elimination. Laplace expansions. Determinant of a
product. Determinant and linear independence. Determinant and inverse
matrix. Cramer's formula.
Eigenvalues and Eigenvectors of linear transformations and of matrices. .
Definition. Examples. Linear
independence of eigenvectors of distinct eigenvalues. Characteristic
polynomial. Trace and determinant. Eigenvalues as roots of the
characteristic polynomial. Diagonalizability and diagonalization of linear
transformations and matrices.
Reference
Determinants: Apostol, Vol. II, Chapter 3
Eigenvalues and eigenvectors: Apostol, Vol II, Chapter 4
Assigned exercises The sections of exercises of
Chapters 3 and 4. Specifically, for determinants: Sections 3.6, 3.11,
3.17. For eigenvalues: Sections 4.4, Examples 1,2 and 3 of Section 4.6,
Section 4.8, section 4.10.
Moreover here you can find more exercises
- Week 13 (june 15 - june 20)
Topics:
Summary about reasons why a linear transformation could not be
diagonalizable. Example: rotations of V(2).
Review of complex euclidean spaces. Hermitian transformations. Eigenvalues
and eigenvectors of hermitian transformations. Hermitian and symmetric
matrices. Theorem: a transformation is hermitian if and only if the matrix
representing it with respect to an ORTHONORMAL basis is hermitian.
Sperctral theorem for real symmetric matrices. Orthogonal matrices.
Real quadratic forms. Matrix of a real quadratic form. Change of basis for
real quadratic forms.
Diagonalization of real quadratic form via an orthonormal basis of
eigenvectors of the matrix: canonical form. Application: sign of a real
quadratic form (positive, semi-positive, negative, semi-negative,
indefinite). Study of the conic defined by a polynomial of degree 2 in
two variables.
Reference
Apostol, Vol. II, Chapter 5 (But skip the examples given by
differential operators and the parts on skew-hwrmitian
transformations). Sections 5.1-4, 5.6-10, 5.11-14
Assigned exercises
Sections 5.11 and 5.15
More exercises (21/6)
Exercises in previous exams:
2nd midterm, 2010-'11: Ex. 3 and 4.
1st session 2010-'11: Ex. 4 and 5
2nd session 2010-'11: Ex. 5
3rd session 2010-'11: Ex. 4
4th session 2010-'11: Ex. 4(a) and 5(a)
1st session 2011-'12: Ex. 3 and 5
3rd session 2011-'12: Ex.5
4th session 2011-'12: Ex. 5
5th session 2011-'12: Ex.5
6th session 2011-'12: Ex. 5(a)(b)
1st session 2012-'13: Ex. 5(a)
2nd session 2012-'13: Ex.5
3rd session 2012-'13: Ex.4
4th session 2012-'13: Ex.4
special session 2012'-'13: Ex. 5
5th session 2012-'13: Ex. 5
6th session 2012-'13: Ex. 5
- Week 13 (june 15 - june 20)
Exercises (in one exercise it was explained that the minimal (respectively
maximal) eigenvalue of a symmetric matrix is the minimum (respectively
maximum) on the unit sphere of the corresponding quadratic form (see
Apostol, Vol. II, Section 5.16).
Intermediate tests
- First test (march 14).
Text and solutions
The following students got one point: Brigato L., Cicchetti L., Ferraro
M., Galieti R.,
Marcucci G., Moulton J.
Pretagostini F.,
- Second test (march 28).
The following students got one point: Brigato L., Cicchetti L., Ferraro.
The following students got half point:Kaur Jasminder, Galieti R.,
Marcucci G., Mahnoor Malik, Moulton J.
Pretagostini F., Valentini C.
- Third test (april 4).
Text and solution
Grades: Brigato L.: 1,0; Cicchetti L.: 0,8, Ferraro, M.: 1,2; Graziano G.:
0,8;
Kaur Jasminder: 1,2; Galieti R.: 1,0; Leonova K.: 0,6; Mahnoor Malik.:
0.8;
Pretagostini F.: 0,8, Valentini C. 1,0
- Fourth test (april 11).
Text and solution
Grades: Cicchetti L.: 0,3: , Ferraro, M: 0,7; Graziano G.: 0,2;
Kaur Jasminder: 0,5; Galieti L.: 0,2;
Marcucci G. 1,0;
Pretagostini F.: 0,5, Valentini C. 0,7.
The others didn't get points.
- Fifth test (may 9).
Solution
Grades: Brigato: 0,5. Graziano: 0.5, Pretagostini: 0,7. Malik: 0,5.
Marcucci: 0,7. Kaur: o,1., Cicchetti: 0,7, Valentini: 0,6, Ferraro: 0,6,
Galieti: 0,6.
- Sixth test (may 23).
Solution
The following students got a positive grade: Brigato: 0.2; Graziano 0,2;
Kam Jasminder: 0,2, Pretagostini: 0,7;
Mahnoor Malik: 0,5;
Marcucci: 1,0; Volentini: 0,3; Ferraro: 0,2; Galieti: 0,9
- Seventh test (june 6).
Solution
Brigato: 0,6. Cicchetti: 0,4. Kaur: 0,4. Galieti: 0,6. Ferraro:
0,6. Malik: 0,2. Graziano: 0,1. Marcucci: 0,9. Pretagostini: 0,5.
Valentini: 0,1.
- 8th test (june 25).
Solution
The following students got a positive grade: Brigato: 0.1;
Kaur: 0,5, Pretagostini: 0,7;
Marcucci: 0.8; Volentini: 0,1; Ferraro: 0,7; Galieti: 0,9, Graziano 0,6,
Valentini: 0.7, Leonova: 0,1, Cicchetti: 1,1, Mancuso: 0,5.
Exams:
The exam consists of a written part and an oral part. We
will have:
- one session in the week after the end of the
course;
- two sessions in september;
- two sessions is february 2015.
Moreover, during a course, we will have eight little intermediate
tests (each every two weeks). If a student takes one of them and passes
it, he/she will get 1/30 to be added to the score of the final exam. In
this way a student can add up to 8/30 to the score of the final exam. The
tests will take place either during the classes or during the turoring.
They will be announced a week before.
The first intermediate test will be
on friday, march 14, during the class.
Exams Calendar :
- Next written exams:
february 11, at 2.00 pm, room C4
february
18, at 2.00 pm, room C4.
The dates of the oral parts to be announced.
Exam results :
- Third session (12-09) and fourth session (24-09): no students
admitted to
the oral part. Text and solutions of bothe written sessions will be posted
as soon as possible.
- Fifth session (feb 11, 2015): no students came. Sixth session
(feb 18): no students
admitted to
the oral part.
Text and solution
Text and solutions of previous years year written tests: