Joachim Giesen

Orcid: 0000-0001-6598-6833

Affiliations:
  • University of Jena, Germany


According to our database1, Joachim Giesen authored at least 113 papers between 1999 and 2024.

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Bibliography

2024
Model Counting and Sampling via Semiring Extensions.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
A visual analytics workflow for probabilistic modeling.
Vis. Informatics, June, 2023

Mixed membership Gaussians.
J. Multivar. Anal., May, 2023

GRay: Ray Casting for Visualization and Interactive Data Exploration of Gaussian Mixture Models.
IEEE Trans. Vis. Comput. Graph., 2023

Efficient and Portable Einstein Summation in SQL.
Proc. ACM Manag. Data, 2023

Compiling Tensor Expressions into Einsum.
Proceedings of the Computational Science - ICCS 2023, 2023

Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
Identifying the skeptics and the undecided through visual cluster analysis of local network geometry.
Vis. Informatics, 2022

Vectorized and performance-portable quicksort.
Softw. Pract. Exp., 2022

Convexity Certificates from Hessians.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Leveraging the Wikipedia Graph for Evaluating Word Embeddings.
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Compiling Linear Algebra Expressions into Efficient Code.
Proceedings of the Computational Science - ICCS 2022, 2022

Machine Learning, Linear Algebra, and More: Is SQL All You Need?
Proceedings of the 12th Conference on Innovative Data Systems Research, 2022

Optimization for Classical Machine Learning Problems on the GPU.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

The GENO Software Stack.
Proceedings of the Algorithms for Big Data - DFG Priority Program 1736, 2022

2021
Lumen: A software for the interactive visualization of probabilistic models together with data.
J. Open Source Softw., 2021

Fast and Robust Vectorized In-Place Sorting of Primitive Types.
Proceedings of the 19th International Symposium on Experimental Algorithms, 2021

Robust principal component analysis for generalized multi-view models.
Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021

Method of Moments for Topic Models with Mixed Discrete and Continuous Features.
Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

2020
Pairwise sparse + low-rank models for variables of mixed type.
J. Multivar. Anal., 2020

Optimization frameworks for machine learning: Examples and case study.
it Inf. Technol., 2020

A Simple and Efficient Tensor Calculus for Machine Learning.
Fundam. Informaticae, 2020

Fast Entity Resolution With Mock Labels and Sorted Integer Sets.
Proceedings of the 2nd International Workshop on Challenges and Experiences from Data Integration to Knowledge Graphs co-located with 46th International Conference on Very Large Data Bases, 2020

Disentangling Direct and Indirect Interactions in Polytomous Item Response Theory Models.
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

A Simple and Efficient Tensor Calculus.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

GENO - Optimization for Classical Machine Learning Made Fast and Easy.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
Visualization Support for Developing a Matrix Calculus Algorithm: A Case Study.
Comput. Graph. Forum, 2019

MatrixCalculus.org - Computing Derivatives of Matrix and Tensor Expressions.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

GENO - GENeric Optimization for Classical Machine Learning.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Efficient Regularization Parameter Selection for Latent Variable Graphical Models via Bi-Level Optimization.
Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

Combining ADMM and the Augmented Lagrangian Method for Efficiently Handling Many Constraints.
Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

Ising Models with Latent Conditional Gaussian Variables.
Proceedings of the Algorithmic Learning Theory, 2019

Using Benson's Algorithm for Regularization Parameter Tracking.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018
Computing Higher Order Derivatives of Matrix and Tensor Expressions.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

2017
Sclow Plots: Visualizing Empty Space.
Comput. Graph. Forum, 2017

2016
Distributed Convex Optimization with Many Convex Constraints.
CoRR, 2016

2015
Reconstructing a Sparse Solution from a Compressed Support Vector Machine.
Proceedings of the Mathematical Aspects of Computer and Information Sciences, 2015

Tracking Approximate Solutions of Parameterized Optimization Problems over Multi-Dimensional (Hyper-)Parameter Domains.
Proceedings of the 32nd International Conference on Machine Learning, 2015

2014
Robust and Efficient Kernel Hyperparameter Paths with Guarantees.
Proceedings of the 31th International Conference on Machine Learning, 2014

Sketching the Support of a Probability Measure.
Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics, 2014

2013
Parallel Data Analysis (Dagstuhl Seminar 13251).
Dagstuhl Reports, 2013

A parallel algorithm for computing the flow complex.
Proceedings of the Symposium on Computational Geometry 2013, 2013

2012
A Data-Driven Approach to Hue-Preserving Color-Blending.
IEEE Trans. Vis. Comput. Graph., 2012

Approximating parameterized convex optimization problems.
ACM Trans. Algorithms, 2012

Regularization Paths with Guarantees for Convex Semidefinite Optimization.
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, 2012

The medial axis of the union of inner Voronoi balls in the plane.
Comput. Geom., 2012

Approximating Concavely Parameterized Optimization Problems.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Optimizing over the Growing Spectrahedron.
Proceedings of the Algorithms - ESA 2012, 2012

2011
Image Fusion for optimizing Gamut Mapping.
Proceedings of the 19th Color and Imaging Conference, 2011

2010
Discrete scale axis representations for 3D geometry.
ACM Trans. Graph., 2010

Conjoint Analysis for Evaluating Parameterized Gamut Mapping Algorithms.
IEEE Trans. Image Process., 2010

SHREC'10 Track: Large Scale Retrieval.
Proceedings of the 3rd Eurographics Workshop on 3D Object Retrieval, 2010

Choice-Based Conjoint Analysis: Classification vs. Discrete Choice Models.
Proceedings of the Preference Learning., 2010

2009
Approximate Sorting.
Fundam. Informaticae, 2009

A Combinatorial Algorithm to Compute Regularization Paths
CoRR, 2009

An Exponential Lower Bound on the Complexity of Regularization Paths
CoRR, 2009

Image Quality Measures for Evaluating Gamut Mapping.
Proceedings of the 17th Color and Imaging Conference, 2009

Minimizing Absolute Gaussian Curvature Locally.
Proceedings of the Computational Geometry, 08.03. - 13.03.2009, 2009

The scale axis transform.
Proceedings of the 25th ACM Symposium on Computational Geometry, 2009

The scale axis picture show.
Proceedings of the 25th ACM Symposium on Computational Geometry, 2009

2008
Color Design for Illustrative Visualization.
IEEE Trans. Vis. Comput. Graph., 2008

Medial Axis Approximation and Unstable Flow Complex.
Int. J. Comput. Geom. Appl., 2008

Critical Points of Distance to an epsilon-Sampling of a Surface and Flow-Complex-Based Surface Reconstruction.
Int. J. Comput. Geom. Appl., 2008

The flow complex: A data structure for geometric modeling.
Comput. Geom., 2008

Recursive geometry of the flow complex and topology of the flow complex filtration.
Comput. Geom., 2008

Conjoint Analysis of Parametrized Gamut Mapping Algorithms.
Proceedings of the 16th Color and Imaging Conference, 2008

The Solution Path of the Slab Support Vector Machine.
Proceedings of the 20th Annual Canadian Conference on Computational Geometry, 2008

2007
Conjoint Analysis to Measure the Perceived Quality in Volume Rendering.
IEEE Trans. Vis. Comput. Graph., 2007

Image-Dependent Gamut Mapping as Optimization Problem.
IEEE Trans. Image Process., 2007

Delaunay triangulations approximate anchor hulls.
Comput. Geom., 2007

Medial axis approximation from inner Voronoi balls: a demo of the Mesecina tool.
Proceedings of the 23rd ACM Symposium on Computational Geometry, 2007

Medial Axis Approximation of Planar Shapes from Union of Balls: A Simpler and more Robust Algorithm.
Proceedings of the 19th Annual Canadian Conference on Computational Geometry, 2007

Collaborative Ranking: An Aggregation Algorithm for Individuals' Preference Estimation.
Proceedings of the Algorithmic Aspects in Information and Management, 2007

2006
The conformal alpha shape filtration.
Vis. Comput., 2006

Probabilistic fingerprints for shapes.
Proceedings of the Fourth Eurographics Symposium on Geometry Processing, Cagliari, 2006

A kernel approach to gamut boundary computation.
Proceedings of the 14th European Signal Processing Conference, 2006

A framework for image-dependent gamut mapping.
Proceedings of the Color Imaging XI: Processing, Hardcopy, and Applications, San Jose, 2006

2005
Bounding the Misclassification Error in Spectral Partitioning in the Planted Partition Model.
Proceedings of the Graph-Theoretic Concepts in Computer Science, 2005

Conformal Alpha Shapes.
Proceedings of the 2nd Symposium on Point Based Graphics, 2005

Example-Based 3D Scan Completion.
Proceedings of the Third Eurographics Symposium on Geometry Processing, 2005

Boosting Spectral Partitioning by Sampling and Iteration.
Proceedings of the Algorithms and Computation, 16th International Symposium, 2005

Reconstructing Many Partitions Using Spectral Techniques.
Proceedings of the Fundamentals of Computation Theory, 15th International Symposium, 2005

Toward image-dependent gamut mapping: fast and accurate gamut boundary determination.
Proceedings of the Color Imaging X: Processing, Hardcopy, and Applications, San Jose, 2005

Flow Complex: General Structure and Algorithm.
Proceedings of the 17th Canadian Conference on Computational Geometry, 2005

Minimizing the Total Absolute Gaussian Curvature in a Terrain is Hard.
Proceedings of the 17th Canadian Conference on Computational Geometry, 2005

2004
Shape Dimension and Intrinsic Metric from Samples of Manifolds.
Discret. Comput. Geom., 2004

Shape Segmentation and Matching from Noisy Point Clouds.
Proceedings of the 1st Symposium on Point Based Graphics, 2004

Bounds on the k-Neighborhood for Locally Uniformly Sampled Surfaces.
Proceedings of the 1st Symposium on Point Based Graphics, 2004

Kernel Methods for Implicit Surface Modeling.
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004

Meshless surface reconstruction by kernel clustering.
Proceedings of the 16th Canadian Conference on Computational Geometry, 2004

2003
Symmetry of Flow Diagrams Derived from Weighted Points in the Plane.
Int. J. Comput. Geom. Appl., 2003

Shape Dimension and Approximation from Samples.
Discret. Comput. Geom., 2003

Shape Segmentation and Matching with Flow Discretization.
Proceedings of the Algorithms and Data Structures, 8th International Workshop, 2003

Computing the Weighted Flow Complex.
Proceedings of the 8th International Fall Workshop on Vision, Modeling, and Visualization, 2003

Alpha-shapes and flow shapes are homotopy equivalent.
Proceedings of the 35th Annual ACM Symposium on Theory of Computing, 2003

Shape dimension and intrinsic metric from samples of manifolds with high co-dimension.
Proceedings of the 19th ACM Symposium on Computational Geometry, 2003

2002
Surface reconstruction using umbrella filters.
Comput. Geom., 2002

Surface reconstruction based on a dynamical system.
Comput. Graph. Forum, 2002

A New Diagram from Disks in the Plane.
Proceedings of the STACS 2002, 19th Annual Symposium on Theoretical Aspects of Computer Science, Antibes, 2002

Towards a Theory of Peer-to-Peer Computability.
Proceedings of the SIROCCO 9, 2002

Requirements Interdependencies and Stakeholders Preferences.
Proceedings of the 10th Anniversary IEEE Joint International Conference on Requirements Engineering (RE 2002), 2002

Duality in Disk Induced Flows.
Proceedings of the Computational Science - ICCS 2002, 2002

The complexity of flow diagrams in the plane.
Proceedings of the 14th Canadian Conference on Computational Geometry, 2002

2001
Undersampling and Oversampling in Sample Based Shape Modeling.
Proceedings of the 12th IEEE Visualization Conference, 2001

Delaunay based shape reconstruction from large data.
Proceedings of the IEEE 2001 Symposium on Parallel and Large-Data Visualization and Graphics, 2001

Sample Shuffling For Quality Hierarchic Surface Meshing.
Proceedings of the 10th International Meshing Roundtable, 2001

Robustness Issues in Surface Reconstruction.
Proceedings of the Computational Science - ICCS 2001, 2001

Detecting undersampling in surface reconstruction.
Proceedings of the Seventeenth Annual Symposium on Computational Geometry, 2001

Decimating samples for mesh simplification.
Proceedings of the 13th Canadian Conference on Computational Geometry, 2001

2000
Curve Reconstruction, the Traveling Salesman Problem, and Menger's Theorem on Length.
Discret. Comput. Geom., 2000

New techniques for topologically correct surface reconstruction.
Proceedings of the 11th IEEE Visualization Conference, 2000

The Lambda-Complex and Surface Reconstruction.
EuroCG, 2000

1999
Curve Reconstruction in Arbitrary Dimension and the Traveling Salesman Problem.
Proceedings of the Discrete Geometry for Computer Imagery, 1999


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