725103 VO Data Analysis and Chemometrics

winter semester 2022/2023 | Last update: 13.07.2023 | Place course on memo list

Department:

Department of Analytical Chemistry and Radiochemistry

Instructor:

ao. Univ.-Prof. Mag. Dr. Andreas Zemann, +43 512 507 57311

Course number:

725103

Title:

VO Data Analysis and Chemometrics

Type/hours:

VO 1

ECTS credits:

1,5

Period:

Block

Mode of repetition:

annually

Language of instruction:

German

Learning Outcome:

Basic knowledge of data analysis and chemometric methods Application of simple data analysis tools

Contents:

Basics of statistics: mean, standard deviation, confidence interval, normal distribution, student t distribution hypothesis tests: outlier test, comparison of means (t-test) and variances (F-test) linear regression: uncertainty of regression, prediction interval, limit concentrations Design of Experiments: ANOVA, factorial designs multivariate data analysis: PCA (Principal Component Analysis)

Methods:

Lecture with examples

Assessment:

written

Literature:

Skoog, West, Holler; Fundamentals of Analytical Chemistry, Kap. 2 + 3

D. McCormick, A. Roach; Measurement, Statistics and Computation, Analytical Chemistry by Open Learning

W. Gottwald; Statistik für Anwender, VCH

L. Fahrmeir, R. Künstler, I. Pigeot, G. Trutz; Statistik - Der Weg zur Datenanalyse, Springer

M.R. Spiegel, L.J. Stephens; Statistik, mitp-Verlag

K. Danzer, H. Hobert, C. Fischbacher, K.U. Jagemann; Chemometrik, Springer

W. Köhler, G. Schachtel, P. Voleske; Biostatistik, Springer

K.R. Beebe, R.J. Pell, M.B. Seasholtz; Chemometrics – A Practical Guide, Wiley

H. Martens, M. Martens; Multivariate Analysis of Quality, Wiley

R.G. Brereton; Chemometrics – Data Analysis for the Laboratory and Chemical Plant, Wiley

Remarks:

Registration via LFU:online required!

OLAT:

https://lms.uibk.ac.at/url/RepositoryEntry/5290426381

Start:

10.01.2022

Course allocation

Faculty of Chemistry and Pharmacy

Bachelor's Programme Chemistry according to the curriculum 2008 (180 ECTS-Credits, 6 semesters)

Compulsory Modules (180 ECTS-Credits)

Compulsory Module 5: Analytical Chemistry A (7.5 ECTS-Credits, 5 h)

Sustainable development goals

SDG 9 - Industry, Innovation, and Infrastructure: Build resilient infrastructure, promote inclusive and sustainable industrialization, and foster innovation.

Dates

Group 0	Export course dates of this group as iCalendar (.ics) Help
Date	Time	Location
Mon 2023-01-09	14.00 - 15.30	L.EG.200 L.EG.200	Barrier-free
Thu 2023-01-12	18.00 - 20.00	L.EG.220 L.EG.220		Tutorium
Fri 2023-01-13	14.00 - 15.30	L.EG.200 L.EG.200	Barrier-free
Mon 2023-01-16	14.00 - 15.30	L.EG.200 L.EG.200	Barrier-free
Tue 2023-01-17	18.00 - 20.00	L.EG.220 L.EG.220		Tutorium
Thu 2023-01-19	18.00 - 20.00	L.EG.220 L.EG.220		Tutorium
Fri 2023-01-20	14.00 - 15.30	L.EG.200 L.EG.200	Barrier-free
Mon 2023-01-23	14.00 - 15.30	L.EG.200 L.EG.200	Barrier-free
Tue 2023-01-24	18.00 - 20.00	L.EG.220 L.EG.220		Tutorium
Thu 2023-01-26	18.00 - 20.00	L.EG.220 L.EG.220		Tutorium
Fri 2023-01-27	14.00 - 15.30	L.EG.200 L.EG.200	Barrier-free
Mon 2023-01-30	14.00 - 15.30	L.EG.200 L.EG.200	Barrier-free
Tue 2023-01-31	18.00 - 20.00	L.EG.220 L.EG.220		Tutorium
Thu 2023-02-02	18.00 - 20.00	L.EG.220 L.EG.220		Tutorium
Fri 2023-02-03	14.00 - 15.30	L.EG.200 L.EG.200	Barrier-free
Tue 2023-03-07	11.45 - 13.00	L.EG.200 L.EG.200	Barrier-free	1. Prüfungstermin
Tue 2023-06-06	11.30 - 13.00	L.EG.220 L.EG.220		2. Prüfungstermin
Thu 2023-09-28	13.00 - 14.30	L.EG.220 L.EG.220		3. Prüfungstermin