Invariance of Approximating Automata for Piecewise Linear Systems with Uncertainties. - Jacob Roll (HSCC, 2000)

Identification of hybrid systems via mixed-integer programming. - Alberto Bemporad; Jacob Roll; Lennart Ljung (CDC, 2001)

A non-asymptotic approach to local modelling. - Jacob Roll; Alexander V. Nazin; Lennart Ljung (CDC, 2002)

Local modelling with a priori known bounds using direct weight optimization. - Jacob Roll; Alexander V. Nazin; Lennart Ljung (ECC, 2003)

Identification of piecewise affine systems via mixed-integer programming. - Jacob Roll; Alberto Bemporad; Lennart Ljung (Autom., 2004)

Consistent Nonparametric Estimation of NARX Systems Using Convex Optimization. - Jacob Roll; Martin Enqvist; Lennart Ljung (CDC/ECC, 2005)

Nonlinear system identification via direct weight optimization. - Jacob Roll; Alexander V. Nazin; Lennart Ljung (Autom., 2005)

Connections between optimisation-based regressor selection and analysis of variance. - Jacob Roll; Ingela Lind; Lennart Ljung (CDC, 2006)

Input-output realization of piecewise affine state space models. - Simone Paoletti; Jacob Roll; Andrea Garulli; Antonio Vicino (CDC, 2007)

Dynamic test selection for reconfigurable diagnosis. - Mattias Krysander; Fredrik Heintz; Jacob Roll; Erik Frisk (CDC, 2008)

The use of nonnegative garrote for order selection of ARX models. - Christian Lyzell; Jacob Roll; Lennart Ljung (CDC, 2008)

Direct Weight Optimization applied to discontinuous functions. - Henrik Ohlsson; Jacob Roll; Anders Brun; Hans Knutsson; Mats T. Andersson; Lennart Ljung (CDC, 2008)

Enabling bio-feedback using real-time fMRI. - Henrik Ohlsson; Joakim Rydell; Anders Brun; Jacob Roll; Mats T. Andersson; Anders Ynnerman; Hans Knutsson (CDC, 2008)

Manifold-constrained regressors in system identification. - Henrik Ohlsson; Jacob Roll; Lennart Ljung (CDC, 2008)

A necessary and sufficient condition for input-output realization of switched affine state space models. - Simone Paoletti; Andrea Garulli; Jacob Roll; Antonio Vicino (CDC, 2008)

Piecewise linear solution paths with application to direct weight optimization. - Jacob Roll (Autom., 2008)

Model-Based Hypothesis Testing of Key Mechanisms in Initial Phase of Insulin Signaling. - Gunnar Cedersund; Jacob Roll; Erik Ulfhielm; Anna Danielsson; Henrik Tidefelt; Peter Strålfors (PLoS Comput. Biol., 2008)

Real-time Road Scene Classification using Infrared Images. - David Forslund; Per Cronvall; Jacob Roll (VISAPP (2), 2010)

FlexDx: A reconfigurable diagnosis framework. - Mattias Krysander; Fredrik Heintz; Jacob Roll; Erik Frisk (Eng. Appl. Artif. Intell., 2010)

On the Input-Output Representation of Piecewise Affine State Space Models. - Simone Paoletti; Jacob Roll; Andrea Garulli; Antonio Vicino (IEEE Trans. Autom. Control., 2010)

Detecting and positioning overtaking vehicles using 1D optical flow. - Daniel Hultqvist; Jacob Roll; Fredrik Svensson; Johan Dahlin; Thomas B. Schön (Intelligent Vehicles Symposium, 2014)

Evaluating model calibration in classification. - Juozas Vaicenavicius; David Widmann; Carl R. Andersson; Fredrik Lindsten; Jacob Roll; Thomas B. Schön (AISTATS, 2019)

Self-Supervised Representation Learning for Content Based Image Retrieval of Complex Scenes. - Hariprasath Govindarajan; Peter Lindskog; Dennis Lundström; Amanda Olmin; Jacob Roll; Fredrik Lindsten (IV Workshops, 2021)

DINO as a von Mises-Fisher mixture model. - Hariprasath Govindarajan; Per Sidén; Jacob Roll; Fredrik Lindsten (ICLR, 2023)

On Partial Prototype Collapse in the DINO Family of Self-Supervised Methods. - Hariprasath Govindarajan; Per Sidén; Jacob Roll; Fredrik Lindsten (CoRR, 2024)