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
2011-'12
Instructor: Prof. Giuseppe Pareschi
Teaching Assistant: Dr. Pietro Sabatino (PhD)
Timetable course :
WED 2.00 - 3.45, room 7,
THU 9.30 - 11.15, room 7,
FRI 2.00 - 3.45, room 7,
Timetable tutoring (Dr. Pietro Sabatino):
FRI 9.30 - 11.15, room C9
Office hours:
By appointment (please send me an e-mail).
Textbook: T. Apostol, Calculus, Vol. I and
II.
ANNOUNCEMENTS: NEW!
Due to overlapping with other exams, the last winter session has been
postponed to Feb 26 (same time and room) (see below)
Syllabus: Chapters 12, 13, 14, 15, 16 of volume I
of
the textbook and
Chapters 3, 4, 5 of volume II.
See also
pdf
Exams:
The exam consist of a written test and of an oral examination. We
will have:
- one session at the end of june, in the week after the end of the
course;
- two sessions in september;
- two sessions is february 2013.
Timetable exams :
- 1st Session - Summer: july 10 at 2.00 p.m., room 11. Oral: WED
luly 17, starting at 10.45, room B11.
- 2nd Session - Summer: july 22 at 11.00 a.m., room B11 (note the
change of room).
- 3rd Session - Autumn: sept 12 at 2.30 p.m., room C7
- 4rd Session - Autumn: sept 19 at 11.00 a.m., room C7.
- Extra Session: oct 30 at 11.30 a.m., room 9
- 5th Session - Winter: feb 10 at 10.30, room B7
- 6th Session - Winter: feb 26 at 10.30, room B7
NOTE THE CHANGE OF DATE!!!!
Exam results :
-
2nd session (july 22, 2013). solutions
(some solutions have been slightly expanded)
-
6th session (feb 26, 2014). Admitted to the oral part: Mohamad Abdul Al
(12).Please conctact me by e-mail to agree a
date for the oral exam. The others are not admitted.
Text and solutions of previous years year written tests:
- 3rd session
2010-'11 (Corrected mistake in the solution of Exercise 2, thanks to
the students who pointed out that).
Weekly description of the topics of the lectures,
with assigned exercises:
(Note on exercises extracted from previous exams: even if there is
the
solution, try to solve the exercise without looking at it. Then compare
with the solution)
- Week 1 (March 4 - 10)
Topics: V(n) (space of real n-tuples). Addition
and scalar multiplication in V(n). Dot product. Norm. Orthogonality.
Orthogonal projection of a vector A along a vector B and orthogonal
decomposition. Angle. Unit vectors. Linear combinations and linear span
of a subset
of V(n).
Reference: Apostol, Calculus Vol. I, Sections
12.1-3, 12.5-7, 12.9-10 and the beginning of 12.12
Assigned exercises:
Apostol, Calculus Vol. I, Sections 12.4, 12.8, 12.11. Section 12.15:
Exercises 1 - 4
- Week 2 (March 11 - 16)
Topics: Linear independence. How to verify
linear independence and ti find maximal independent subsets. Bases of
V(n). Components with respect to a giben basis. Orthogonal and orthonormal
bases. V(n)(C) (space of complex n-tuples).
Reference: Apostol, Calculus Vol. I, Sections
12.12-14 and 12.16.
Assigned exercises:
Apostol, Calculus Vol. I Sections 12.15 and 12.17.
1st
Midterm
I, 2010-'11: Ex. 1(a) and 2.
1st Midterm II, 2010-'11:Ex. 1 and
2.
3rd session 2011-'12: Ex.3.
5th
session
2011-'12: Ex. 1
- Week 3 (March 18 - 23)
Topics: Lines. Distance point-line (in V(n).
Planes. Determinants of matrices of order two.
Reference: Apostol, Calculus Vol. I, Sections
13.1-5 and 13.6-7, 12.9-10.
Assigned exercises:
Apostol, Calculus Vol. I, Sections 13.5, 13.8.
1st midterm 2010-'11, II: Ex. 3.
4th session 201-'11: Ex. 1.
6th session 2011-'12: Ex. 1.
- Week 4 (March 25 - 30)
No classes
- Week 5 (Only April 4 and 5)
Topics: Determinants of order two. Determinants
of order three. Cross product in
V(3). Determinant as a triple product. Area and volume. Linear
independence and determinants. Cramer's rule. Cartesian equations defining
line
and planes. Normal vectors and cartesian equations. Distance point-plabe
in V(3) and point-line in V(2).
Reference: Apostol, Calculus Vol. I, Sections
13.9-10, 13.12-13, 1315-16.
Assigned exercises:
Apostol, Calculus Vol. I, Sections 13.11, 13.14, 13.17
1st midterm 2010-'11, I: Ex. 1 (full). Ex. 3.
1st midterm 2010-'11, II: Ex. 1. Ex. 2. Ex. 3.
2nd session 2010-'11: Ex. 1.
3rd session 2010-'11: Ex. 1.
4th session 2010-'11: Ex. 2.
1st session 2011-'12: Ex. 1(b).
3rd session 2011-'12: Ex.2.
4th session 2011-'12: Ex. 1. Ex.2
5th session 2011-'12: Ex.1.
6th Session 2011-'12: Ex. 2.
- Week 6 (Only April 8 - 13)
Topics:
Conics: eccentricity, focus and directrix. Polar equation.
Conics with central symmetry (= ellipses and
hyperbola) and their cartesian equation.
Reference: Apostol, Calculus Vol. I, Sections
13.19-20, 13.22.
Assigned exercises:
Apostol, Calculus Vol. I, Sections 13.21
1st midterm 2010-'11, I: Ex. 4.
3rd session 2010-'11: Ex. 2.
2nd session 2011-'12: Ex. 1.
3rd session 2011-'12: Ex.3.
5th session 2011-'12: Ex.2.
- Week 7 (Only April 15 - 20)
Topics:
Conics with central symmetry (= ellipses and
hyperbola) and their cartesian equation (conclusion). Cartesian equations
of parabolas. Vector valued fubctions: generalities. Regular curves.
Change of parameter. Tangent line. Examples (refelection
properties of conics). Velocity vector and speed. Unit tangent and unit
normal vectors. Decomposition of the acceleration vector.
Reference: Apostol, Calculus Vol. I, Sections
13.23. 14.1-3, 14.5-6. 14.8
Assigned exercises:
Apostol, Calculus Vol. I, Sections 13.24-25, 14.7 and 14.9.
1st midterm 2010-'11, I: Ex. 5.
1st midterm 2010-'11, II: Ex. 4,5.
1st session 2010-'11: Ex. 3.
2nd session 2010-'11: Ex. 2, 3
3rd session 2010-'11: Ex. 2.
2nd session 2011-'12: Ex. 2.
5th session 2011-'12: Ex.3.
6th session 2011-'12: Ex. 3.
- Week 8 (Only April 23)
Topics:
Length of an arc of curve. Arc-length function. Arc-length
reparametrization of a regular curve. Curvature. Characterization of
circles as the only plane curves with constant curvature. Other examples.
Curves in polar coordinates.
Reference: Apostol, Calculus Vol. I, Sections
14.10-12 (only the last page of 14-12, where we take the formulas of
arc-length as integral of the speed as definition of arc-length), 14.14,
14.16.
Assigned exercises:
Apostol, Calculus Vol. I, Sections 14.13 and 14.15.
- Week 9 (Only May 2 and 3)
Topics:
Plane curves in polar coordinates. The areal speed of a plane radial
motion is
constant. Space curves in cylindrical
coordinates. Central space motion: it is plane and has constant areal
speed (2nd Kepler's law). Central space motion such that the norm of
acceleration is the inverse of the distance from the center times a fixed
constant: the underlying curve is an ellipse with a focus at the center
(1st Kepler's law).
Linear spaces. Linear subspace. Examples. Linear combinations. The
subspace spanned by a given set.
Reference: Apostol, Calculus Vol. I, Sections
14.16-18, 14.20 (except 3rd Kepler's law).
Sections 15.1-4 and 15.6.
Assigned exercises:
Apostol, Calculus Vol. I, Sections 14.19 and 14.21
- Week 10 ( May 6 - 11)
Topics: Linear
independence. Finite vs infinite-dimensional linear spaces. Bases of a
finite-dimensional linear space. Components with respect to a basis.
Inner products (real or complex). Examples. Cauchy-Schwartz inequality.
Norm. Distance. Orthogonality. Orthogonal and orthonormal bases. Example:
space of rigonometric polynomials.
Components with respect to orthogonal bases. Computing the inner product
with respect to an orthonormal basis.
Projection on a 1-dimensional linear subspace. Gram-Schmidt
orthogonalization. Examples. The orthogonal of a
finite-dimensional linear subspace. Orthogonal
decomposition theorem. Projection on a finite-dimensional linear
subspace.
Reference: Apostol, Calculus Vol. I,
Assigned exercises:
Apostol, Calculus Vol. I,
Sections
15.5, 15.10, 15.13. Section 15.17: EX. 1-5.
2nd midterm 2010-'11: Ex. 1 and Ex. 5
1st session 2010-'11: Ex. 1 and Ex. 2
2nd session 2010-'11: Ex. 3
1st session 2011-'12: Ex. 4.
2nd session 2011-'12: Ex. 4.
3rd session 2011-'12: Ex. 1
4thsession 2011-'12: Ex.2.
- Week 11 ( Only May 15 and 16)
Topics:
Orthogonal decomposition theorem and Projection on a finite-dimensional
linear
subspace: examples from geometry and analysis (best approximation). The
orthogonal subspace in
the finite-dimensional case. Distance (point)-(linear subspace). Distance
(point)-(plane) in V(n).
Linear transformations: definition and examples. Matrices. Matrix
multiplication. The linear map associated to a matrix.
Reference: Apostol, Calculus Vol. I, Section
15.16.
Apostol, Calculus Vol. I, Sections 16.1, 16.13, 16.15.
Assigned exercises:
Apostol, Calculus Vol. I,
Section 15.17.
3rd session 2010-'11: Ex. 5
1st session 2011-'12: Ex. 1.
2nd session 2011-'12: Ex. 4.
3rd session 2011-'12: Ex. 1
6thsession 2011-'12: Ex.4.
- Week 12 ( Only May 23 and 24)
Topics:
The identity matrix. Null-space, range and rank of a linear
transformation. Nullity + rank theorem. Rank of a matrix.Systems of linear
equations: the Rouche'-Capelli theorem. Injectivity and surjectivity of a
linear transformation.
Reference:
Apostol, Calculus Vol. I, Sections 16.2, 16.3, 16.17.16.18.
Supplementary notes and exercises
Assigned exercises:
Apostol, Calculus Vol. I,
Section 16.4, 16.16, 16.20: Ex. 1-10
2nd session 2011-'12: Ex. 3.
- Week 13 ( Only May 27 - 31)
Topics:
Bijective (invertible) linear transformations. Correspondence {linear
transformations from V(n) to V(m)} - {matrices with m rows and n columns}.
Correspondence between matrix multiplication and composition of linear
transformations. Invertible matrices and their rank. Calculation of
the inverse matrix witj gaussian elimination.
Linear trasformations with prescribed values. The matrix representing a
linear transformation with respect to a basis of
the domain and a basis of the target space. Examples: projections,
reflections, rotations of the space around a line passing trough the
origin. Change-of-basis matrices. Formula relating matrices representing
the same linear transformation with respect to different bases.
Reference:
Apostol, Calculus Vol. I, Sections 16.17, 16.18. 16.19, 16.9, 16.10..
Supplementary notes and exercises (to appear)
Assigned exercises:
Apostol, Calculus Vol. I,
Section 16.8, 16.12, 16.20: Ex. 11-16, 16.21.
2nd midterm 2010-'11: Ex. 2.
3rd session 2010-'11: Ex. 4(a)(b)
1st session 2011-'12: Ex.3
2nd session 2011-'12: Ex. 3
3rd session 2011-'12: Ex. 4
4th session 2011-'12: Ex. 4
5th session 2011-'12: Ex. 4
- Week 14 ( June 3 - 8)
Topics: Examples of representative matrices and
applications.
Multilinear alternating row functions. Calculation rules. Uniqueness of
m.a.r. functions up to multiplicative constant. The determinant.
Calculation of determinants with row elimination. Determinants and rank of
a matrix. Laplace expansions. Determinant of a product. Determinant and
inverse matrix. Cramer's rule.
Eigenvalues and eigenvectors: definitions and examples. Independence of
eigenvectors of distinct eigenvalues. Eigenvalues as zeroes of the
characteristic polynomial.
Reference:
Apostol, Calculus Vol. II, Chapter 3.
Calculus, Vol. II, Sections 4.1-3, 4.5, 4.6
Moreover:
Supplementary notes and exercises on linear transformation and matrices,
II .
Assigned exercises:
Apostol, Calculus Vol. II, Sections 3.6, 3.11, 3.17 and Sections 4.4.
Section 4.8 Ex. 1 - 11.
- Week 15 ( June 10 - 16)
Topics:
Real and complex eigenvalues. Diagonalizibility and diagonalization of a
linear transformation and of a
matrix. Dimension of the eigenspace versus multiplicity of the
eigenvalue as zero ofthe characteristic polynomial. Trace, determinants
and eigenvalues.
Hermitian, skew-hermitian, symmetric and skew-symmetric linear
transformations, and their representative matrices with respect to an
ORTHONORMAL basis. Spectral theorem. Diagonalization with an orthonormal
basis. Orthogonal matrices. Diagonalization with an orthogonal matrix.
Real quadratic forms and their matrices.
Reference:
Apostol, Calculus Vol. II, Chapter 3.
Calculus, Vol. II, Sections 4.7, 4.9.
Vol. II Sections 5.1-5.4, 5.6-5.10, 5.12
Assigned exercises:
Apostol, Calculus Vol. II, Sections 4.10, 5.5 (up to Ex. 7), 5.11.
Moreover: Exercises june 15
Moreover: 2nd midterm 2010-'11: Ex. 3
1st session 2010-'11: Ex. 4
2nd session 2010-'11: Ex. 4
3rd session 2010-'11: Ex. 3 and Ex. 4
4th session 2010-'11: Ex. 4
1st session 2011-'12: Ex. 3
2nd session 2011-'12: Ex. 5
3rd session 2011-'12: Ex. 5
5th session 2011-'12: Ex. 5
- Week 16 ( June 17 -22)
Topics:
Real quadratic forms and their matrices (continuation). Canonical diagonal
form of a real quadratic form. Sign of a real quadratic form (positive,
semipositive, negative, seminegative, indefinite). Maximum and minimum of
the restriction of a req quqdratic form to the unit sphere. Conics:
reduction to canonical form.
Reference:
Apostol, Calculus Vol. II, Chapter 3.
Calculus,
Vol. II, 5.12, 5.13, 5.14, 5.16, 5.18
Assigned exercises:
Apostol, Calculus Vol. II, Section 5.15
Moreover: Exercises june 22
Moreover: 2nd midterm 2010-'11: Ex. 4
1st session 2010-'11: Ex. 5
2nd session 2010-'11: Ex. 5
4th session 2010-'11: Ex. 5
1st session 2011-'12: Ex. 5
4th session 2011-'12: Ex. 5
5th session 2011-'12: Ex. 5