List of works by Christian Igel

A Brief Overview of Unsupervised Neural Speech Representation Learning

scientific article published in March 2022

A Loss Function for Generative Neural Networks Based on Watson's Perceptual Model

scientific article published on 20 October 2020

A dynamic neural field model of mesoscopic cortical activity captured with voltage-sensitive dye imaging

scientific article

Algorithms for estimating the partition function of restricted Boltzmann machines

scientific article published in January 2020

An unexpectedly large count of trees in the West African Sahara and Sahel

scientific article published on 14 October 2020

Are Multilingual Sentiment Models Equally Right for the Right Reasons?

Automatic FDG-PET-based tumor and metastatic lymph node segmentation in cervical cancer

scientific article published on 21 March 2014

Big Universe, Big Data: Machine Learning and Image Analysis for Astronomy

scholarly article by Jan Kremer et al published March 2017 in IEEE Intelligent Systems

Bounding the bias of contrastive divergence learning.

scientific article published on 16 December 2010

CMA-ES with Optimal Covariance Update and Storage Complexity

scientific article published in January 2016

Covariance matrix adaptation for multi-objective optimization

scientific article

Cross-reactive metal ion sensor array in a micro titer plate format

scientific article published in September 2003

Deep feature learning for knee cartilage segmentation using a triplanar convolutional neural network

scientific article published on 01 January 2013

Deep learning enables image-based tree counting, crown segmentation, and height prediction at national scale

Deep point cloud regression for above-ground forest biomass estimation from airborne LiDAR

scholarly article published in March 2024

Developing and validating COVID-19 adverse outcome risk prediction models from a bi-national European cohort of 5594 patients

scientific article

Differential diagnosis of mild cognitive impairment and Alzheimer's disease using structural MRI cortical thickness, hippocampal shape, hippocampal texture, and volumetry

scientific article published on 07 December 2016

Do End-to-End Speech Recognition Models Care About Context?

scientific article published on 17 February 2021

Do We Still Need Automatic Speech Recognition for Spoken Language Understanding?

scientific article published on 29 November 2021

Early detection of Alzheimer's disease using MRI hippocampal texture

scientific article (publication date: 21 December 2015)

Evolutionary optimization of sequence kernels for detection of bacterial gene starts.

scientific article published in October 2007

Femoral cartilage segmentation in knee MRI scans using two stage voxel classification

scientific article published in January 2013

Gradient-based adaptation of general gaussian kernels.

scientific article published in October 2005

Gradient-based optimization of kernel-target alignment for sequence kernels applied to bacterial gene start detection.

scientific article published in April 2007

Hippocampal MRI texture is related to hippocampal glucose metabolism

Hippocampal MRI texture is related to hippocampal glucose metabolism

Hippocampal texture predicts conversion from MCI to Alzheimer's disease

scholarly article by Lauge Sørensen et al published July 2013 in Alzheimer's and Dementia

Hippocampal texture predicts conversion from MCI to Alzheimer’s disease

article published in 2013

Impact of device programming on the success of the first anti-tachycardia pacing therapy: An anonymized large-scale study

scientific article published on 08 August 2019

MCI TRIAL ENRICHMENT USING MRI HIPPOCAMPUS TEXTURE

MCI TRIAL ENRICHMENT USING MRI HIPPOCAMPUS TEXTURE

MMEarth: Exploring Multi-modal Pretext Tasks for Geospatial Representation Learning

Maximum likelihood model selection for 1-norm soft margin SVMs with multiple parameters

scientific article published on 01 August 2010

Nation-wide mapping of tree-level aboveground carbon stocks in Rwanda

scientific article published in 2022

Nearest neighbour regression outperforms model-based prediction of specific star formation rate

On Scaling Contrastive Representations for Low-Resource Speech Recognition

scientific article published in February 2021

On classes of functions for which No Free Lunch results hold

Population-Contrastive-Divergence: Does consistency help with RBM training?

scientific article published in January 2018

Predicting electrical storms by remote monitoring of implantable cardioverter-defibrillator patients using machine learning

scientific article published on 01 February 2019

Predicting urban tree cover from incomplete point labels and limited background information

scientific article published on 29 November 2023

Reducing the number of fitness evaluations in graph genetic programming using a canonical graph indexed database.

scientific article published in January 2007

Robust Active Label Correction

scientific article published in April 2018

Second Order PAC-Bayesian Bounds for the Weighted Majority Vote

scientific article published in November 2020

Second-order SMO improves SVM online and active learning.

scientific article published in February 2008

Separating Timing, Movement Conditions and Individual Differences in the Analysis of Human Movement

scientific article

Shape Index Descriptors Applied to Texture-Based Galaxy Analysis

The overlooked contribution of trees outside forests to tree cover and woody biomass across Europe

scientific article published on 15 September 2023

Toward registration of 3D ultrasound and CT images of the spine in clinical praxis: design and evaluation of a data acquisition protocol

scientific article

Towards exaggerated emphysema stereotypes

Towards exaggerated image stereotypes

scientific article published in November 2011

Towards more comprehensive nationwide familial aggregation studies in Denmark: The Danish Civil Registration System versus the lite Danish Multi-Generation Register

scientific article published in 2023

Training restricted Boltzmann machines: An introduction

article

U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging

scholarly article by Mathias Perslev et al published 2019 in Advances in Neural Information Processing Systems 32

Unsupervised Deep Learning Applied to Breast Density Segmentation and Mammographic Risk Scoring

scientific article (publication date: May 2016)

Using machine learning for predicting intensive care unit resource use during the COVID-19 pandemic in Denmark

scholarly article

VALIDATION OF HIPPOCAMPAL TEXTURE FOR EARLY ALZHEIMER'S DISEASE DETECTION: GENERALIZATION TO INDEPENDENT COHORTS AND EXTRAPOLATION TO VERY EARLY SIGNS OF DEMENTIA

scholarly article by Lauge Sørensen et al published July 2014 in Alzheimer's and Dementia

bufferkdtree: A Python library for massive nearest neighbor queries on multi-many-core devices

scientific article published in 2017