Magnus Jansson

Magnus Jansson

Kungliga Tekniska högskolan

H-index: 28

Europe-Sweden

About Magnus Jansson

Magnus Jansson, With an exceptional h-index of 28 and a recent h-index of 16 (since 2020), a distinguished researcher at Kungliga Tekniska högskolan, specializes in the field of statistical signal processing, machine learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Anomaly-Based Drone Classification Using a Model Trained Convolutional Neural Network Autoencoder on Radar Micro-Doppler

Data Driven Track Before Detect Using Artificial Neural Networks

Model Selection in High-Dimensional Block-Sparse General Linear Regression

Robust information criterion for model selection in sparse high-dimensional linear regression models

Low-Angle Target Tracking in Sea Surface Multipath Using Convolutional Neural Networks

Model Selection in High-Dimensional Block-Sparse Linear Regression

Scale-Invariant and consistent Bayesian information criterion for order selection in linear regression models

New improved criterion for model selection in sparse high-dimensional linear regression models

Magnus Jansson Information

University

Position

School of Electrical engineering and computer science Division

Citations(all)

3628

Citations(since 2020)

917

Cited By

3093

hIndex(all)

28

hIndex(since 2020)

16

i10Index(all)

84

i10Index(since 2020)

30

Email

University Profile Page

Kungliga Tekniska högskolan

Google Scholar

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Magnus Jansson Skills & Research Interests

statistical signal processing

machine learning

Top articles of Magnus Jansson

Title

Journal

Author(s)

Publication Date

Anomaly-Based Drone Classification Using a Model Trained Convolutional Neural Network Autoencoder on Radar Micro-Doppler

Alexander Karlsson

Magnus Jansson

Mikael Hämäläinen

2023/11/6

Data Driven Track Before Detect Using Artificial Neural Networks

Alexander Karlsson

Magnus Jansson

Mikael Hämäläinen

2023/11/6

Model Selection in High-Dimensional Block-Sparse General Linear Regression

Prakash B Gohain

Magnus Jansson

2023/9/4

Robust information criterion for model selection in sparse high-dimensional linear regression models

IEEE Transactions on Signal Processing

Prakash B Gohain

Magnus Jansson

2023/6/8

Low-Angle Target Tracking in Sea Surface Multipath Using Convolutional Neural Networks

IEEE Transactions on Aerospace and Electronic Systems

Alexander Karlsson

Magnus Jansson

Mikael Hämäläinen

2023/6/2

Model Selection in High-Dimensional Block-Sparse Linear Regression

arXiv preprint arXiv:2209.01460

Prakash B Gohain

Magnus Jansson

2022/9/3

Scale-Invariant and consistent Bayesian information criterion for order selection in linear regression models

Signal Processing

Prakash B Gohain

Magnus Jansson

2022/7/1

New improved criterion for model selection in sparse high-dimensional linear regression models

Prakash B Gohain

Magnus Jansson

2022/5/23

Model-aided drone classification using convolutional neural networks

Alexander Karlsson

Magnus Jansson

Mikael Hämäläinen

2022/3/21

Detecting state transitions of a markov source: Sampling frequency and age trade-off

IEEE Transactions on Communications

Jaya Prakash Champati

Mikael Skoglund

Magnus Jansson

James Gross

2022/3/17

Stepped frequency pulse compression with noncoherent radar using deep learning

IEEE Transactions on Aerospace and Electronic Systems

Alexander Karlsson

Magnus Jansson

Henrik Holter

2020/12/22

Relative cost based model selection for sparse high-dimensional linear regression models

Prakash B Gohain

Magnus Jansson

2020/5/4

Model selection with covariance matching based non-negative lasso

Signal Processing

Arash Owrang

Yoram Bresler

Magnus Jansson

2020/5/1

See List of Professors in Magnus Jansson University(Kungliga Tekniska högskolan)

Co-Authors

H-index: 123
Petre (Peter) Stoica (0000-0002-7957-3711)

Petre (Peter) Stoica (0000-0002-7957-3711)

Uppsala Universitet

H-index: 100
Björn Ottersten

Björn Ottersten

Université du Luxembourg

H-index: 75
A. Lee Swindlehurst

A. Lee Swindlehurst

University of California, Irvine

H-index: 49
Peter Händel

Peter Händel

Kungliga Tekniska högskolan

H-index: 42
Bo Wahlberg

Bo Wahlberg

Kungliga Tekniska högskolan

H-index: 42
Sinan Gezici

Sinan Gezici

Bilkent Üniversitesi

academic-engine