Petter Mostad

Professor at Applied Mathematics and Statistics

Petter Mostad's main focus of interest is Bayesian statistics. He has worked with graphical models and neural networks, but also with a number of application areas such as forensic genetics, forensic statistics, and biostatistics/bioinformatics, and earlier also within geostatistics. A particular area of work is likelihood computations for pedigrees, which are used for example in paternity DNA testing. He has co-published the free software Familias, and also several R packages.

Source: chalmers.se
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Showing 53 publications

2023

Improved Spectral Norm Regularization for Neural Networks

Anton Johansson, Niklas Engsner, Claes Strannegård et al
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 13890 LNCS, p. 181-201
Paper in proceeding
2023

Improved computations for relationship inference using low-coverage sequencing data

Petter Mostad, Andreas O Tillmar, Daniel Kling
BMC Bioinformatics. Vol. 24 (1)
Journal article
2022

Exact spectral norm regularization for neural networks

Anton Johansson, Niklas Engsner, Claes Strannegård et al
Preprint
2022

Slope and Generalization Properties of Neural Networks

Anton Johansson, Niklas Engsner, Claes Strannegård et al
34th Workshop of the Swedish Artificial Intelligence Society, SAIS 2022
Paper in proceeding
2022

Ecosystem Models Based on Artificial Intelligence

Claes Strannegård, Niklas Engsner, Jesper Eisfeldt et al
34th Workshop of the Swedish Artificial Intelligence Society, SAIS 2022
Paper in proceeding
2022

Mathematically optimal decisions in forensic age assessment

Petter Mostad, Andreas Schmeling, Fredrik Tamsen
International Journal of Legal Medicine. Vol. 136 (3), p. 765-776
Journal article
2019

Surveillance of animal diseases through implementation of a Bayesian spatio-temporal model: A simulation example with neurological syndromes in horses and West Nile Virus

Ronny Hedell, M.G. Andersson, Céline Faverjon et al
Preventive Veterinary Medicine. Vol. 162, p. 95-106
Journal article
2019

Error rates for unvalidated medical age assessment procedures

Petter Mostad, Fredrik Tamsen
International Journal of Legal Medicine. Vol. 133 (2), p. 613-623
Journal article
2019

Application of the Bayesian framework for forensic interpretation to casework involving postmortem interval estimates of decomposed human remains

M.G. Andersson, Ann Sofie Ceciliason, Håkan Sandler et al
Forensic Science International. Vol. 301, p. 402-414
Journal article
2018

Determining the optimal forensic DNA analysis procedure following investigation of sample quality

Ronny Hedell, J. Hedman, Petter Mostad
International Journal of Legal Medicine. Vol. 132 (4), p. 955-966
Journal article
2018

Statistisk modell påvisar felmarginaler i åldersbedömningar

Petter Mostad, Fredrik Tamsen
Läkartidningen. Vol. 115 (48), p. 1991-1991
Other text in scientific journal
2017

Detection probability models for bacteria, and how to obtain them from heterogeneous spiking data. An application to Bacillus anthracis

Ronny Hedell, O. Stephansson, Petter Mostad et al
International Journal of Food Microbiology. Vol. 241, p. 78-88
Journal article
2016

Relationship Inference with Familias and R

Thore Egeland, Daniel Kling, Petter Mostad
Book
2016

Exact Inference on Conditional Linear Γ-Gaussian Bayesian Networks.

Ivar Simonsson, Petter Mostad
Journal of Machine Learning Research. Vol. 52 (2016), p. 474-486
Journal article
2016

Stationary mutation models

Ivar Simonsson, Petter Mostad
Forensic Science International: Genetics. Vol. 23, p. 217-225
Journal article
2015

Enhanced low-template DNA analysis conditions and investigation of allele dropout patterns

Ronny Hedell, C. Dufva, R. Ansell et al
Forensic Science International: Genetics. Vol. 14, p. 61-75
Journal article
2015

A general model for likelihood computations of genetic marker data accounting for linkage, linkage disequilibrium, and mutations

Daniel Kling, Andreas O Tillmar, Thore Egeland et al
International Journal of Legal Medicine. Vol. 129 (5), p. 943-954
Journal article
2014

Choosing supplementary markers in forensic casework

Andreas O Tillmar, Petter Mostad
Forensic Science International: Genetics. Vol. 13, p. 128-133
Journal article
2012

A phylogenetic comparative method for studying multivariate adaptation

Krzysztof Bartoszek, Jason Pienaar, Petter Mostad et al
Journal of Theoretical Biology. Vol. 314, p. 204-215
Journal article
2012

Using Object Oriented Bayesian Networks to Model Linkage, Linkage Disequilibrium and Mutations between STR Markers

Daniel Kling, Thore Egeland, Petter Mostad
PLoS ONE. Vol. 7 (9), p. artikel nr e43873-
Journal article
2011

Response to: DNA identification by pedigree likelihood ratio accommodating population substructure and mutations

Thore Egeland, A Philip Dawid, Julia Mortera et al
Investigative Genetics. Vol. 2 (7)
Journal article
2011

Using X-chromosomal markers in relationship testing: Calculation of likelihood ratios taking both linkage and linkage disequilibrium into account

Andreas O Tillmar, T Egeland, Bertil Lindblom et al
Forensic Science International: Genetics. Vol. 5 (5), p. 506-511
Journal article
2008

Some Applications of Bayesian Statistics

Petter Mostad
New Direkctions in the Mathematical and Computer Sciences (G.O.S. Ekhaguere, C.R. Nwozo, eds.), p. 47-74
Book chapter
2008

Analysis of linkage and linkage disequilibrium for eight X-STR markers

Andreas O Tillmar, Petter Mostad, Thore Egeland et al
Forensic Science International: Genetics. Vol. 3 (1), p. 37-41
Journal article
2008

Empirical Bayes models for multiple probe type microarrays at the probe level

MAGNUS ÅSTRAND, Petter Mostad, Mats Rudemo
BMC Bioinformatics. Vol. 9
Journal article
2007

Improved Covariance Matrix Estimators for Weighted Analysis of Microarray Data

MAGNUS ÅSTRAND, Petter Mostad, Mats Rudemo
Preprint
2007

DNA-testing for immigration cases: the risk of erroneous conclusions

AO Karlsson, G Holmlund, T Egeland et al
Forensic science international. Vol. 172 (2-3), p. 144-9
Journal article
2007

Glomerulus-specific mRNA transcripts and proteins identified through kidney expressed sequence tag database analysis

L He, Y Sun, Jaakko Patrakka et al
Kidney International. Vol. 71 (9), p. 889-900
Journal article
2007

HeliCis: a DNA motif discovery tool for colocalized motif pairs with periodic spacing.

E. G. Larsson, Per Lindahl, Petter Mostad
BMC Bioinformatics. Vol. 8 (1), p. 418-
Journal article
2007

Improved Covariance Matrix Estimators for Weighted Analysis of Microarray Data

MAGNUS ÅSTRAND, Petter Mostad, Mats Rudemo
Journal of Computational Biology. Vol. 14 (10), p. 1353-1367
Journal article
2007

Empirical Bayes Models for Multiple Probe Type Arrays at the Probe Level

MAGNUS ÅSTRAND, Petter Mostad, Mats Rudemo
Preprint
2006

Large-scale identification of genes implicated in kidney glomerulus development and function.

Minoru Takemoto, Liqun He, Jenny Norlin et al
EMBO Journal. Vol. 25 (5), p. 1160-74
Journal article
2005

Predictive screening for regulators of conserved functional gene modules (gene batteries) in mammals

Sven Nelander, E. G. Larsson, Erik Kristiansson et al
BMC Genomics. Vol. 6 (1)
Journal article
2005

Design of improved membrane protein production experiments: Quantitation of the host response

Nicklas Bonander, Kristina Hedfalk, Christer Larsson et al
Protein Science. Vol. 14, p. 1729-1740
Journal article
2005

The Quest for a Donor: Probability Based Methods Offer Help.

Petter Mostad, Thore Egeland, Robert G. Cowell et al
Preprint
2004

FINEX, FAMILIAS: two different approaches for the analysis of defective paternity cases

M Dobosz, Petter Mostad, Robert G. Cowell et al
International Congress Series. Vol. 1261, p. 65-66
Journal article
2003

A clustering algorithm using DNA marker information for sub-pedigree reconstruction

Robert G. Cowell, Petter Mostad
Journal of Forensic Sciences. Vol. 48 (6), p. 1239-48
Journal article
2003

Stochastic Structural Modeling

Lars Holden, Petter Mostad, Björn Fredrik Nielsen et al
Mathematical Geology. Vol. 35 (8), p. 899-914
Journal article
2003

Prediction of cell type-specific gene modules: identification and initial characterization of a core set of smooth muscle-specific genes.

Sven Nelander, Petter Mostad, Per Lindahl
Genome Research. Vol. 13 (8), p. 1838-54
Journal article
2003

Quantitative real-time PCR method for detection of B-lymphocyte monoclonality by comparison of κ and λ immunoglobulin light chain expression

Anders Ståhlberg, Pierre Åman, Börje Ridell et al
Clinical Chemistry. Vol. 49 (1), p. 51-59
Journal article
2003

Estimating the number of contributors to a DNA profile

Thore Egeland, Ingvild Dalen, Petter Mostad
International Journal of Legal Medicine. Vol. 117 (5), p. 271-275
Journal article
2002

Havana — a fault modeling tool

Hollund Knut, Petter Mostad, Björn Fredrik Nielsen et al
Norwegian Petroleum Society Special Publications. Vol. 11, p. 157-171
Journal article
2002

DNA microarray analysis of transforming growth factor-β and related transcripts in nasal biopsies from patients with allergic rhinitis

Mikael Benson, Björn Carlsson, Lena M S Carlsson et al
Cytokine. Vol. 18 (1), p. 20-25
Journal article
2002

Statistical Genetics and Genetical Statistics: a Forensic Perspective

Thore Egeland, Petter Mostad
Scandinavian Journal of Statistics. Vol. 29 (2), p. 297-307
Journal article
2002

Variance models for microarray data

Mats Rudemo, Tatsiana Lobovkina, Petter Mostad et al
Preprint
2000

Estimation of Gross Rock Volume of Filled Geological Structures With Uncertainty Measures

Petter Abrahamsen, Ragnar Hauge, Knut Heggland et al
SPE Reservoir Evaluation & Engineering. Vol. 3 (4)
Journal article
2000

Beyond traditional paternity and identification cases: Selecting the most probable pedigree

Thore Egeland, Petter Mostad, Bente Mevåg et al
Forensic Science International. Vol. 110 (1), p. 47-59
Journal article
1999

Variogram estimation in a Bayesian framework

Petter Mostad, Thore Egeland, Nils Lid Hjort et al
Geostatistics Wollongong 96 - Proceedings of the Fifth International Geostatistics Congress, Wollongong, Australia, September 1996
Paper in proceeding
1999

An overview of different techniques to quantify uncertainties on global statistics for geostatistical modelling

P. Y. Biver, Petter Mostad, A. Guillou
Geostatistics Wollongong 96 - Proceedings of the Fifth International Geostatistics Congress, Wollongong, Australia, September 1996
Paper in proceeding
1998

Tallfesting av beviskraften i DNA

Thore Egeland, Bente Mevåg, Margurethe Stenersen et al
Nordisk Rettsmedisin. Vol. 4, p. 87-91
Journal article
1998

Uncertain cap rock geometry, spill point, and gross rock volume

Petter Abrahamsen, Ragnar Hauge, Knut Heggland et al
Proceedings - SPE Annual Technical Conference and Exhibition. Vol. Omega, p. 723-729
Paper in proceeding
1997

A computerized method for calculating the probability of pedigrees from genetic data

Thore Egeland, Petter Mostad, Björnar Olaisen
Science & Justice. Vol. 37, p. 269-274
Journal article

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Showing 2 research projects

2017–

Applications of forensic statistics

Petter Mostad Applied Mathematics and Statistics
Matematiska Vetenskaper

2012–2015

Improving Bayesian Network computational and modeling methods, with applications in forensics

Petter Mostad Applied Mathematics and Statistics
Ivar Simonsson Applied Mathematics and Statistics
Swedish Research Council (VR)

There might be more projects where Petter Mostad participates, but you have to be logged in as a Chalmers employee to see them.