Bioinformatics 2

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Bioinformatics 2

Šifra: 239987
ECTS: 6.0
Nositelji: doc. dr. sc. Pavle Goldstein
Prijava ispita: Studomat
Opterećenje:

1. komponenta

Vrsta nastaveUkupno
Predavanja 30
Auditorne vježbe 30
* Opterećenje je izraženo u školskim satima (1 školski sat = 45 minuta)
Opis predmeta:
COURSE OBJECTIVES:
1. modelling evolution of biological sequences - multiple sequence alignment; hidden Markov models for multiple sequence alignment and associated topics,
2. protein structure analysis: protein fold, secondary structure elements, distance matrices; structure alignment,
3. phylogenetic analysis - UPGMA and neighbour-joining algorithms
4. clustering and classification: k-means clustering, how many k in k-means; elements of machine learning for biological sequence classification - support vector machines.

COURSE CONTENT:
1. modelling evolution of biological sequences - multiple sequence alignment; hidden Markov models for multiple sequence alignment and associated topics,
2. protein structure analysis: protein fold, secondary structure elements, distance matrices; structure alignment,
3. phylogenetic analysis - UPGMA and neighbour-joining algorithms,
4. clustering and classification: k-means clustering, how many k in k-means; elements of machine learning for biological sequence classification - support vector machines.
Literatura:
  1. Biological Sequences Analysis, Durbin et al, CUP.
  2. Statistical Methods in Bioinformatics, An Introduction, Ewens, W.J., Grant, G.R., Springer, 2001.
  3. Cross-Validatory Choice and Assessment of Statistical Predictions, M. Stone, Journal of the Royal Statistical Society. Series B (Methodological),Vol. 36, No. 2 (1974).
  4. Weighing the Odds, A Course in Probability and Statistics, Williams, David, Cambridge UP, 2001.
Preduvjeti za:
Upis predmeta :
Odslušan : Bioinformatics 1

Polaganje predmeta :
Položen : Bioinformatics 1
2. semestar
Obavezni predmet - Redovni Studij - Biomedicinska matematika
Termini konzultacija:

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