Matthias Schubert

Orcid: 0000-0002-6566-6343

Affiliations:
  • Ludwig Maximilian University of Munich, Germany


According to our database1, Matthias Schubert authored at least 119 papers between 2000 and 2024.

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Bibliography

2024
Multimodal Contrastive Transformer for Explainable Recommendation.
IEEE Trans. Comput. Soc. Syst., April, 2024

Spatial-Aware Deep Reinforcement Learning for the Traveling Officer Problem.
CoRR, 2024

What's Outside the Intersection? Fine-grained Error Analysis for Semantic Segmentation Beyond IoU.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

2023
GRAtt-VIS: Gated Residual Attention for Auto Rectifying Video Instance Segmentation.
CoRR, 2023

DEAR: Dynamic Electric Ambulance Redeployment.
Proceedings of the 18th International Symposium on Spatial and Temporal Data, 2023

Constrained Portfolio Management Using Action Space Decomposition for Reinforcement Learning.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2023

Multi-Spectral Super-Resolution of Thermal Infrared Data Products for Urban Heat Applications.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

MapFormer: Boosting Change Detection by Using Pre-change Information.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

QNEAT: Natural Evolution of Variational Quantum Circuit Architecture.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

Simplex Decomposition for Portfolio Allocation Constraints in Reinforcement Learning.
Proceedings of the ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland, 2023

InstanceFormer: An Online Video Instance Segmentation Framework.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
Robust Object Detection in Remote Sensing Imagery with Noisy and Sparse Geo-Annotations (Full Version).
CoRR, 2022

V-Coder: Adaptive AutoEncoder for Semantic Disclosure in Knowledge Graphs.
CoRR, 2022

Box Supervised Video Segmentation Proposal Network.
CoRR, 2022

Risk-Aware Reinforcement Learning for Multi-Period Portfolio Selection.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Reinforcement Learning for Multi-Agent Stochastic Resource Collection.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

SEA: Graph Shell Attention in Graph Neural Networks.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Multi-Modal Contrastive Pre-training for Recommendation.
Proceedings of the ICMR '22: International Conference on Multimedia Retrieval, Newark, NJ, USA, June 27, 2022

A Comparison of Ambulance Redeployment Systems on Real-World Data.
Proceedings of the IEEE International Conference on Data Mining Workshops, 2022

Efficient on-street parking sensor placement.
Proceedings of the 15th ACM SIGSPATIAL International Workshop on Computational Transportation Science, 2022

Robust object detection in remote sensing imagery with noisy and sparse geo-annotations.
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

Federated Continual Learning for Text Classification via Selective Inter-client Transfer.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2022, 2022

TempCaps: A Capsule Network-based Embedding Model for Temporal Knowledge Graph Completion.
Proceedings of the Sixth Workshop on Structured Prediction for NLP, 2022

2021
Correcting Imprecise Object Locations for Training Object Detectors in Remote Sensing Applications.
Remote. Sens., 2021

Conifer Seedling Detection in UAV-Imagery with RGB-Depth Information.
CoRR, 2021

MIRA: Multihop Relation Prediction in Temporal Knowledge Graphs.
CoRR, 2021

Efficient Parking Search using Shared Fleet Data.
Proceedings of the 22nd IEEE International Conference on Mobile Data Management, 2021

2020
Small-Object Detection in Remote Sensing Images with End-to-End Edge-Enhanced GAN and Object Detector Network.
Remote. Sens., 2020

Learning Self-Expression Metrics for Scalable and Inductive Subspace Clustering.
CoRR, 2020

Unsupervised Anomaly Detection for X-Ray Images.
CoRR, 2020

Ada-LLD: Adaptive Node Similarity Using Multi-Scale Local Label Distributions.
Proceedings of the IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, 2020

SMART-Env.
Proceedings of the 21st IEEE International Conference on Mobile Data Management, 2020

Semi-Markov Reinforcement Learning for Stochastic Resource Collection.
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Quantifying the potential of data-driven mobility support systems.
Proceedings of the IWCTS@SIGSPATIAL 2020: Proceedings of the 13th ACM SIGSPATIAL International Workshop on Computational Transportation Science, 2020

2019
Automated Detection of Conifer Seedlings in Drone Imagery Using Convolutional Neural Networks.
Remote. Sens., 2019

MMGAN: Generative Adversarial Networks for Multi-Modal Distributions.
CoRR, 2019

Structural Graph Representations based on Multiscale Local Network Topologies.
Proceedings of the 2019 IEEE/WIC/ACM International Conference on Web Intelligence, 2019

Scaling the Dynamic Resource Routing Problem.
Proceedings of the 16th International Symposium on Spatial and Temporal Databases, 2019

XD-STOD: Cross-Domain Superresolution for Tiny Object Detection.
Proceedings of the 2019 International Conference on Data Mining Workshops, 2019

Spatial Interpolation with Message Passing Framework.
Proceedings of the 2019 International Conference on Data Mining Workshops, 2019

2018
KDD Pipeline.
Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

Diverse nearest neighbors queries using linear skylines.
GeoInformatica, 2018

Semi-Supervised Learning on Graphs Based on Local Label Distributions.
CoRR, 2018

An LSTM Approach to Patent Classification based on Fixed Hierarchy Vectors.
Proceedings of the 2018 SIAM International Conference on Data Mining, 2018

Dynamic Resource Routing using Real-Time Dynamic Programming.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Vision paper: reinforcement learning in smart spatio-temporal environments.
Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2018

A time-inhomogeneous Markov model for resource availability under sparse observations.
Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2018

Dynamic Resource Routing using Real-Time Information.
Proceedings of the 21st International Conference on Extending Database Technology, 2018

2017
Knowledge extraction from crowdsourced data for the enrichment of road networks.
GeoInformatica, 2017

On Privacy in Spatio-Temporal Data: User Identification Using Microblog Data.
Proceedings of the Advances in Spatial and Temporal Databases, 2017

Extracting visited points of interest from vehicle trajectories.
Proceedings of the Fourth International ACM Workshop on Managing and Mining Enriched Geo-Spatial Data, 2017

Scenic Routes Now: Efficiently Solving the Time-Dependent Arc Orienteering Problem.
Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, 2017

2016
Geodata supported classification of patent applications.
Proceedings of the Third International ACM SIGMOD Workshop on Managing and Mining Enriched Geo-Spatial Data, 2016

2015
Online template matching over a stream of digitized documents.
Proceedings of the 27th International Conference on Scientific and Statistical Database Management, 2015

Knowledge-Enriched Route Computation.
Proceedings of the Advances in Spatial and Temporal Databases, 2015

ParetoPrep: Efficient Lower Bounds for Path Skylines and Fast Path Computation.
Proceedings of the Advances in Spatial and Temporal Databases, 2015

Tourismo: A User-Preference Tourist Trip Search Engine.
Proceedings of the Advances in Spatial and Temporal Databases, 2015

EasyEV: Monitoring and Querying System for Electric Vehicle Fleets Using Smart Car Data.
Proceedings of the Advances in Spatial and Temporal Databases, 2015

Linear path skylines in multicriteria networks.
Proceedings of the 31st IEEE International Conference on Data Engineering, 2015

Probabilistic Resource Route Queries with Reappearance.
Proceedings of the 18th International Conference on Extending Database Technology, 2015

2014
ParetoPrep: Fast computation of Path Skylines Queries.
CoRR, 2014

Towards resource route queries with reappearance.
Proceedings of the 1st ACM SIGSPATIAL PhD Workshop, 2014

Skill-based differences in spatio-temporal team behaviour in defence of the Ancients 2 (DotA 2).
Proceedings of the 2014 IEEE Games Media Entertainment, 2014

Linear Path Skyline Computation in Bicriteria Networks.
Proceedings of the Database Systems for Advanced Applications, 2014

2013
Mining Driving Preferences in Multi-cost Networks.
Proceedings of the Advances in Spatial and Temporal Databases, 2013

Optimal Distance Bounds for the Mahalanobis Distance.
Proceedings of the Similarity Search and Applications - 6th International Conference, 2013

Probabilistic parking queries using aging functions.
Proceedings of the 21st SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2013

Spatial game analytics and visualization.
Proceedings of the 2013 IEEE Conference on Computational Inteligence in Games (CIG), 2013

Spatial Game Analytics.
Proceedings of the Game Analytics, Maximizing the Value of Player Data, 2013

2012
Efficient Traffic Density Prediction in Road Networks Using Suffix Trees.
Künstliche Intell., 2012

Co-RCA: Unsupervised Distance-Learning for Multi-View Clustering.
Proceedings of the 3rd MultiClust Workshop: Discovering, 2012

Enhanced detection of the vertebrae in 2D CT-images.
Proceedings of the Medical Imaging 2012: Image Processing, 2012

2011
Relative location of CT slices on axial axis.
Dataset, July, 2011

Maximum Gain Round Trips with Cost Constraints
CoRR, 2011

Managing and Mining Multiplayer Online Games.
Proceedings of the Advances in Spatial and Temporal Databases, 2011

MARiO: Multi-Attribute Routing in Open Street Map.
Proceedings of the Advances in Spatial and Temporal Databases, 2011

Region of Interest Queries in CT Scans.
Proceedings of the Advances in Spatial and Temporal Databases, 2011

Fully automatic detection of the vertebrae in 2D CT images.
Proceedings of the Medical Imaging 2011: Image Processing, 2011

2D Image Registration in CT Images Using Radial Image Descriptors.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

LOCAR: local compression of alternative routes.
Proceedings of the 19th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2011

2010
Metric spaces in data mining: applications to clustering.
ACM SIGSPATIAL Special, 2010

Similarity Estimation Using Bayes Ensembles.
Proceedings of the Scientific and Statistical Database Management, 2010

Optimizing All-Nearest-Neighbor Queries with Trigonometric Pruning.
Proceedings of the Scientific and Statistical Database Management, 2010

PAROS: pareto optimal route selection.
Proceedings of the ACM SIGMOD International Conference on Management of Data, 2010

CT slice localization via instance-based regression.
Proceedings of the Medical Imaging 2010: Image Processing, 2010

Route skyline queries: A multi-preference path planning approach.
Proceedings of the 26th International Conference on Data Engineering, 2010

Memory-efficient A*-search using sparse embeddings.
Proceedings of the 18th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2010

On the impact of flash SSDs on spatial indexing.
Proceedings of the Sixth International Workshop on Data Management on New Hardware, 2010

2009
KDD Pipeline.
Proceedings of the Encyclopedia of Database Systems, 2009

2008
Statistical Density Prediction in Traffic Networks.
Proceedings of the SIAM International Conference on Data Mining, 2008

Distribution-Based Similarity for Multi-represented Multimedia Objects.
Proceedings of the Advances in Multimedia Modeling, 2008

Angle-based outlier detection in high-dimensional data.
Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2008

MUSE: Multi-Represented Similarity Estimation.
Proceedings of the 24th International Conference on Data Engineering, 2008

2007
Future trends in data mining.
Data Min. Knowl. Discov., 2007

Querying Objects Modeled by Arbitrary Probability Distributions.
Proceedings of the Advances in Spatial and Temporal Databases, 2007

Multi-represented Classification Based on Confidence Estimation.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2007

ProVeR: Probabilistic Video Retrieval using the Gauss-Tree.
Proceedings of the 23rd International Conference on Data Engineering, 2007

Effective and Efficient Indexing for Large Video Databases.
Proceedings of the Datenbanksysteme in Business, 2007

2006
Komplexe Objektbeschreibungen zur Suche in Multimedia-Datenbanken.
Datenbank-Spektrum, 2006

Efficient Query Processing in Arbitrary Subspaces Using Vector Approximations.
Proceedings of the 18th International Conference on Scientific and Statistical Database Management, 2006

Probabilistic Ranking Queries on Gaussians.
Proceedings of the 18th International Conference on Scientific and Statistical Database Management, 2006

Advanced Prototype Machines: Exploring Prototypes for Classification.
Proceedings of the Sixth SIAM International Conference on Data Mining, 2006

An EM-Approach for Clustering Multi-Instance Objects.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2006

Clustering Multi-represented Objects Using Combination Trees.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2006

Fairness Considerations in Replication and Placement Strategies for large Documents in heterogeneous Content Delivery Networks.
Proceedings of the Fifth International Conference on Networking and the International Conference on Systems (ICN / ICONS / MCL 2006), 2006

COSMIC: Conceptually Specified Multi-Instance Clusters.
Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

The Gauss-Tree: Efficient Object Identification in Databases of Probabilistic Feature Vectors.
Proceedings of the 22nd International Conference on Data Engineering, 2006

VICO: Visualizing Connected Object Orderings.
Proceedings of the Advances in Database Technology, 2006

2005
Effective and Efficient Distributed Model-Based Clustering.
Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

Hierarchy-Regularized Latent Semantic Indexing.
Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

Multi-represented <i>k</i>NN-Classification for Large Class Sets.
Proceedings of the Database Systems for Advanced Applications, 2005

2004
Advanced data mining techniques for compound objects.
PhD thesis, 2004

Accurate and Efficient Crawling for Relevant Websites.
Proceedings of the (e)Proceedings of the Thirtieth International Conference on Very Large Data Bases, VLDB 2004, Toronto, Canada, August 31, 2004

Using Support Vector Machines for Classifying Large Sets of Multi-Represented Objects.
Proceedings of the Fourth SIAM International Conference on Data Mining, 2004

Clustering Multi-represented Objects with Noise.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2004

Classification of Websites as Sets of Feature Vectors.
Proceedings of the IASTED International Conference on Databases and Applications, 2004

2003
Using Sets of Feature Vectors for Similarity Search on Voxelized CAD Objects.
Proceedings of the 2003 ACM SIGMOD International Conference on Management of Data, 2003

2002
Web site mining: a new way to spot competitors, customers and suppliers in the world wide web.
Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2002

2000
Efficient Similarity Search in Digital Libraries.
Proceedings of IEEE Advances in Digital Libraries 2000 (ADL 2000), 2000


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