Senior Research Scientist

Martin Jullum

Projects

The image shows a green, open industrial waster container (a skip) with various contents piled into it.
  • Machine learning

Smarter waste management with machine learning and radar sensors (ReWaCC)

Publications

  • 98 publications found
  • Publisher

Hva skjer når avfall møter algoritmer? , 2025. Media participation

AI/ML for 5G and Beyond Cybersecurity arXiv.org, (ISSN 2331-8422 ), doi: https://doi.org/10.48550/arXiv.2505.18402 , 2025. Scientific article

MCCE: Monte Carlo sampling of valid and realistic counterfactual explanations for tabular data Data mining and knowledge discovery, pp. 1830 1861 , (ISSN 1384-5810 1573-756X ), doi: https://doi.org/10.1007/s10618-024-01017-y , 2024. Scientific article

A comparative study of methods for estimating model-agnostic Shapley value explanations Data mining and knowledge discovery, vol. 38, pp. 1782 1829 , (ISSN 1384-5810 1573-756X ), doi: https://doi.org/10.1007/s10618-024-01016-z , 2024. Scientific article

Introduction to XAI 2024. Lecture

Introduction to XAI 2024. Lecture

Olav Nikolai Risdal Breivik; Martin Jullum; Leveraging Norwegian Data to Improve Danish Insurance Risk Models NR-notat, 2024. Scientific article

Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Statistical Embedding: Beyond Principal Components Statistical Science, vol. 38, pp. 411 439 , (ISSN 0883-4237 2168-8745 ), doi: https://doi.org/10.1214/22-STS881 , 2023. Scientific article

Some recent trends in embeddings of time series and dynamic networks Journal of Time Series Analysis, vol. 44, pp. 686 709 , (ISSN 0143-9782 1467-9892 ), doi: https://doi.org/10.1111/jtsa.12677 , 2023. Scientific article

eXplego: An interactive Tool that Helps you Select Appropriate XAI-methods for your Explainability Needs CEUR Workshop Proceedings, vol. 3554, pp. 146 151 , (ISSN 1613-0073 ), , 2023. Scientific article

Deteksjon av hvitvasking 2023. Lecture

Using Shapley Values and Variational Autoencoders to Explain Predictive Models with Dependent Mixed Features Journal of machine learning research, vol. 23, pp. 1 51 , (ISSN 1532-4435 1533-7928 ), , 2022. Scientific article

Saldoprognoser 2022. Report

Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Comparison of Contextual Importance and Utility with LIME and Shapley Values Lecture Notes in Computer Science (LNCS), vol. 12688, pp. 39 54 , (ISSN 0302-9743 1611-3349 ), doi: https://doi.org/10.1007/978-3-030-82017-6_3 , 2021. Scientific article

Efficient and simple prediction explanations with groupShapley: A practical perspective CEUR Workshop Proceedings, vol. 3014, (ISSN 1613-0073 ), , 2021. Scientific article

Explaining predictive models using Shapley values and non-parametric vine copulas Dependence Modeling, vol. 9, pp. 62 81 , (ISSN 2300-2298 ), doi: https://doi.org/10.1515/demo-2021-0103 , 2021. Scientific article

Publisher EXABEL

shapr: An R-package for explaining machine learning models with dependence-aware Shapley values Journal of Open Source Software (JOSS), vol. 5, (ISSN 2475-9066 ), doi: https://doi.org/10.21105/joss.02027 , 2020. Scientific article

Estimating seal pup production in the Greenland Sea by using Bayesian hierarchical modelling Journal of the Royal Statistical Society, Series C (Applied Statistics), vol. 69, (ISSN 0035-9254 1467-9876 ), doi: https://doi.org/10.1111/rssc.12397 , 2020. Scientific article

Pairwise local Fisher and naive Bayes: Improving two standard discriminants Journal of Econometrics, vol. 216, pp. 284 304 , (ISSN 0304-4076 1872-6895 ), doi: https://doi.org/10.1016/j.jeconom.2020.01.019 , 2020. Scientific article

Detecting money laundering transactions with machine learning Journal of Money Laundering Control, vol. 23, pp. 173 186 , (ISSN 1368-5201 1758-7808 ), doi: https://doi.org/10.1108/JMLC-07-2019-0055 , 2020. Scientific article

Kjersti Aas; Martin Jullum; Anders Løland; Shapley explanations using conditional inference trees 2019. Report

Publisher Norsk Regnesentral

Martin Jullum; Nils Lid Hjort; What price semiparametric Cox regression? Lifetime Data Analysis, pp. 406 438 , doi: https://doi.org/10.1007/s10985-018-9450-7 , 2018. Scientific article

Publisher Springer

Martin Jullum; Nils Lid Hjort; Parametric or nonparametric: The FIC approach Statistica sinica, pp. 951 981 , doi: https://doi.org/10.5705/ss.202015.0364 , 2017. Scientific article

Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Empirical likelihood 2016. Lecture

Estimating seal pup abundance with LGCP 2016. Scientific lecture

Bayesian AVO inversion to rock properties using a local neighborhood in a spatial prior model The Leading Edge, vol. 35, pp. 431 436 , (ISSN 1070-485X 1938-3789 ), doi: https://doi.org/10.1190/tle35050431.1 , 2016. Scientific article

Martin Jullum; Odd Kolbjørnsen; A Gaussian-based framework for local Bayesian inversion of geophysical data to rock properties Geophysics, pp. R75 R87 , doi: https://doi.org/10.1190/geo2015-0314.1 , 2016. Scientific article

Nils Lid Hjort; Martin Jullum; To liv: kvinnene i Lillestrøm som ble født på samme dag og døde på samme dag , 2015. Website material

A Gaussian-based framework for local Bayesian inversion of geophysical data to rock properties Geophysics, vol. 81, pp. R75 R87 , (ISSN 0016-8033 1942-2156 ), doi: https://doi.org/10.1190/GEO2015-0314.1 , 2015. Scientific article

Gudmund Horn Hermansen; Nils Lid Hjort; Martin Jullum; Parametric or nonparametric: the FIC approach for stationary time series pp. 4827 4832 , , 2015. Scientific chapter / article / conference article

Martin Jullum; Parametric of Nonparametric: The FIC Approach for Time Series , 2015. Scientific lecture

Martin Jullum; Nils Lid Hjort; Parametric or Nonparametric: The Focused Information Criterion Approach 2014. Scientific lecture

Martin Jullum; Nils Lid Hjort; Parametric or Nonparametric: The FIC Approach 2013. Scientific lecture

Martin Jullum; Nils Lid Hjort; Parametric or Nonparametric: The FIC Approach 2013. Scientific lecture

Publisher Universitetet i Oslo
Publisher Norsk Regnesentral

Strekker Laban seg litt lengre? Forskning.no, (ISSN 1891-635X 1891-6341 ), , 2011. Science for the public article

Publisher Norsk Regnesentral

Kary Främling; Marcus Westberg; Martin Jullum; Manik Madhikermi; Avleen Kaur Malhi; Comparison of Contextual Importance and Utility with LIME and Shapley Values doi: https://doi.org/10.1007/978-3-030-82017-6_3 , 2009. Scientific chapter / article / conference article