105.707 Advanced Methods for Regression and Classification
This course is in all assigned curricula part of the STEOP.
This course is in at least 1 assigned curriculum part of the STEOP.

2021W, VU, 3.0h, 4.5EC
TUWEL

Course evaluation

Properties

  • Semester hours: 3.0
  • Credits: 4.5
  • Type: VU Lecture and Exercise
  • Format: Distance Learning

Learning outcomes

After successful completion of the course, students are able to

  • explain and formulate theoretical concepts of important dimension reduction techniques and methods for linear and nonlinear regression and classification
  • identify the strengths and weaknesses of the different statistical methods and tools and to use them in practice

Subject of course

During the past decade there has been an explosion in computation and information technology. With it has come vast amount of data in a variety of fields such as medicine, finance and marketing. The challange to understand these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning and bioinformatics. This lecture describes the important ideas in these areas in a common conceptual framework.

Teaching methods

Examples with data, software environment R

Mode of examination

Written and oral

Additional information

TUWEL

Lecturers

Institute

Course dates

DayTimeDateLocationDescription
Wed09:00 - 10:3006.10.2021 - 26.01.2022 Zoom link in TUWEL (LIVE)Vorlesung
Thu12:00 - 13:0007.10.2021 - 27.01.2022 Zoom link in TUWEL (LIVE)Übung
Advanced Methods for Regression and Classification - Single appointments
DayDateTimeLocationDescription
Wed06.10.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu07.10.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed13.10.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu14.10.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed20.10.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu21.10.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed27.10.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu28.10.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed03.11.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu04.11.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed10.11.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu11.11.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed17.11.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu18.11.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed24.11.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu25.11.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed01.12.202109:00 - 10:30 Zoom link in TUWELVorlesung
Thu02.12.202112:00 - 13:00 Zoom link in TUWELÜbung
Thu09.12.202112:00 - 13:00 Zoom link in TUWELÜbung
Wed15.12.202109:00 - 10:30 Zoom link in TUWELVorlesung

Examination modalities

Solving examples in R, oral exam

Exams

DayTimeDateRoomMode of examinationApplication timeApplication modeExam
Fri12:30 - 16:0028.01.2022 Exam will be held via Zoom (a link will be sent 1 day before the exam)written&oral13.01.2022 15:00 - 26.01.2022 12:00TISSOral Exam via Zoom (slots will be extended if students are on the waiting list)
Mon09:00 - 12:0031.01.2022 Exam will be held via Zoom (a link will be sent 1 day before the exam)written&oral13.01.2022 15:00 - 29.01.2022 12:00TISSOral Exam via Zoom (slots will be extended if students are on the waiting list)
Fri09:00 - 12:0004.02.2022 Exam will be held via Zoom (a link will be sent 1 day before the exam)written&oral13.01.2022 15:00 - 02.02.2022 12:00TISSOral Exam via Zoom (slots will be extended if students are on the waiting list)
Mon13:00 - 16:0007.02.2022 Exam will be held via Zoom (a link will be sent 1 day before the exam)written&oral13.01.2022 15:00 - 05.02.2022 12:00TISSOral Exam via Zoom (slots will be extended if students are on the waiting list)
Wed09:00 - 12:0009.02.2022 Exam will be held via Zoom (a link will be sent 1 day before the exam)written&oral20.01.2022 12:00 - 07.02.2022 12:00TISSOral Exam via Zoom (slots will be extended if students are on the waiting list)
Wed09:00 - 12:0016.02.2022 Exam will be held via Zoom (a link will be sent 1 day before the exam)written&oral20.01.2022 12:00 - 14.02.2022 12:00TISSOral Exam via Zoom (slots will be extended if students are on the waiting list)
Mon09:00 - 12:0028.02.2022 Exam will be held via Zoom (a link will be sent 1 day before the exam)written&oral13.01.2022 15:00 - 26.02.2022 12:00TISSOral Exam via Zoom (slots will be extended if students are on the waiting list)
Fri13:00 - 16:0011.03.2022 Exam will be held via Zoom (a link will be sent 1 day before the exam)written&oral20.01.2022 12:00 - 09.03.2022 12:00TISSOral Exam via Zoom (slots will be extended if students are on the waiting list)

Course registration

Begin End Deregistration end
13.09.2021 09:00 10.10.2021 12:00 10.10.2021 12:00

Curricula

Literature

No lecture notes are available.

Miscellaneous

Language

English