Michael E. Houle

Orcid: 0000-0001-8486-8015

Affiliations:
  • New Jersey Institute of Technology (NJIT), Newark, NJ, USA
  • National Institute of Informatics, NII, Japan (former)


According to our database1, Michael E. Houle authored at least 109 papers between 1985 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of two.

Timeline

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Bibliography

2024
Dimensionality-Aware Outlier Detection: Theoretical and Experimental Analysis.
CoRR, 2024

Bayesian Estimation Approaches for Local Intrinsic Dimensionality.
Proceedings of the Similarity Search and Applications - 17th International Conference, 2024

Local Intrinsic Dimensionality and the Convergence Order of Fixed-Point Iteration.
Proceedings of the Similarity Search and Applications - 17th International Conference, 2024

Dimensionality-Aware Outlier Detection.
Proceedings of the 2024 SIAM International Conference on Data Mining, 2024

LDReg: Local Dimensionality Regularized Self-Supervised Learning.
Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023
Relationships between tail entropies and local intrinsic dimensionality and their use for estimation and feature representation.
Inf. Syst., September, 2023

2022
Local Intrinsic Dimensionality, Entropy and Statistical Divergences.
Entropy, 2022

Intrinsic Dimensionality Estimation within Tight Localities: A Theoretical and Experimental Analysis.
CoRR, 2022

2021
High Intrinsic Dimensionality Facilitates Adversarial Attack: Theoretical Evidence.
IEEE Trans. Inf. Forensics Secur., 2021

The Effect of Random Projection on Local Intrinsic Dimensionality.
Proceedings of the Similarity Search and Applications - 14th International Conference, 2021

Relationships Between Local Intrinsic Dimensionality and Tail Entropy.
Proceedings of the Similarity Search and Applications - 14th International Conference, 2021

A Dimensionality-Driven Approach for Unsupervised Out-of-distribution Detection.
Proceedings of the 2021 SIAM International Conference on Data Mining, 2021

2020
Local Intrinsic Dimensionality III: Density and Similarity.
Proceedings of the Similarity Search and Applications - 13th International Conference, 2020

2019
Introduction to Special Issue of the 9th International Conference on Similarity Search and Applications (SISAP 2016).
Inf. Syst., 2019

The Influence of Hubness on NN-Descent.
Int. J. Artif. Intell. Tools, 2019

Subspace Determination through Local Intrinsic Dimensional Decomposition: Theory and Experimentation.
CoRR, 2019

Quality Evaluation of GANs Using Cross Local Intrinsic Dimensionality.
CoRR, 2019

Subspace Determination Through Local Intrinsic Dimensional Decomposition.
Proceedings of the Similarity Search and Applications - 12th International Conference, 2019

Intrinsic Dimensionality Estimation within Tight Localities.
Proceedings of the 2019 SIAM International Conference on Data Mining, 2019

Improving the Quality of Explanations with Local Embedding Perturbations.
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

2018
Extreme-value-theoretic estimation of local intrinsic dimensionality.
Data Min. Knowl. Discov., 2018

NN-Descent on High-Dimensional Data.
Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics, 2018

Intrinsic Degree: An Estimator of the Local Growth Rate in Graphs.
Proceedings of the Similarity Search and Applications - 11th International Conference, 2018

On the Correlation Between Local Intrinsic Dimensionality and Outlierness.
Proceedings of the Similarity Search and Applications - 11th International Conference, 2018

LID-Fingerprint: A Local Intrinsic Dimensionality-Based Fingerprinting Method.
Proceedings of the Similarity Search and Applications - 11th International Conference, 2018

Dimensionality-Driven Learning with Noisy Labels.
Proceedings of the 35th International Conference on Machine Learning, 2018

Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality.
Proceedings of the 6th International Conference on Learning Representations, 2018

2017
Query Expansion for Content-Based Similarity Search Using Local and Global Features.
ACM Trans. Multim. Comput. Commun. Appl., 2017

Dimensional Testing for Reverse k-Nearest Neighbor Search.
Proc. VLDB Endow., 2017

The vulnerability of learning to adversarial perturbation increases with intrinsic dimensionality.
Proceedings of the 2017 IEEE Workshop on Information Forensics and Security, 2017

Improving k-NN Graph Accuracy Using Local Intrinsic Dimensionality.
Proceedings of the Similarity Search and Applications - 10th International Conference, 2017

Local Intrinsic Dimensionality II: Multivariate Analysis and Distributional Support.
Proceedings of the Similarity Search and Applications - 10th International Conference, 2017

Local Intrinsic Dimensionality I: An Extreme-Value-Theoretic Foundation for Similarity Applications.
Proceedings of the Similarity Search and Applications - 10th International Conference, 2017

2016
An efficient ant colony optimization strategy for the resolution of multi-class queries.
Knowl. Based Syst., 2016

Efficient similarity search within user-specified projective subspaces.
Inf. Syst., 2016

On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study.
Data Min. Knowl. Discov., 2016

Measuring dependency via intrinsic dimensionality.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

2015
Effective and Efficient Algorithms for Flexible Aggregate Similarity Search in High Dimensional Spaces.
IEEE Trans. Knowl. Data Eng., 2015

Dimensionality and Scalability II: Hands-On Intrinsic Dimensionality (NII Shonan Meeting 2015-9).
NII Shonan Meet. Rep., 2015

Rank-Based Similarity Search: Reducing the Dimensional Dependence.
IEEE Trans. Pattern Anal. Mach. Intell., 2015

A Non-hybrid Ant Colony Optimization Heuristic for Convergence Quality.
Proceedings of the 2015 IEEE International Conference on Systems, 2015

Flexible Aggregate Similarity Search in High-Dimensional Data Sets.
Proceedings of the Similarity Search and Applications - 8th International Conference, 2015

Estimating Local Intrinsic Dimensionality.
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

2014
Improving the quality of K-NN graphs through vector sparsification: application to image databases.
Int. J. Multim. Inf. Retr., 2014

Image Retrieval with Reciprocal and Shared Nearest Neighbors.
Proceedings of the VISAPP 2014, 2014

Efficient Algorithms for Similarity Search in Axis-Aligned Subspaces.
Proceedings of the Similarity Search and Applications - 7th International Conference, 2014

Improving the Quality of K-NN Graphs for Image Databases through Vector Sparsification.
Proceedings of the International Conference on Multimedia Retrieval, 2014

Multimedia Databases: Description, Analysis, Modeling, and Retrieval.
Proceedings of the Computing Handbook, 2014

2013
Annotation propagation in image databases using similarity graphs.
ACM Trans. Multim. Comput. Commun. Appl., 2013

Dimensionality and Scalability (NII Shonan Meeting 2013-4).
NII Shonan Meet. Rep., 2013

Rank Cover Trees for Nearest Neighbor Search.
Proceedings of the Similarity Search and Applications - 6th International Conference, 2013

Dimensionality, Discriminability, Density and Distance Distributions.
Proceedings of the 13th IEEE International Conference on Data Mining Workshops, 2013

2012
ciForager: Incrementally discovering regions of correlated change in evolving graphs.
ACM Trans. Knowl. Discov. Data, 2012

Density-preserving projections for large-scale local anomaly detection.
Knowl. Inf. Syst., 2012

Fast Similarity Computation in Factorized Tensors.
Proceedings of the Similarity Search and Applications - 5th International Conference, 2012

Dimensional Testing for Multi-step Similarity Search.
Proceedings of the 12th IEEE International Conference on Data Mining, 2012

Generalized Expansion Dimension.
Proceedings of the 12th IEEE International Conference on Data Mining Workshops, 2012

2011
Quality of Similarity Rankings in Time Series.
Proceedings of the Advances in Spatial and Temporal Databases, 2011

Combinatorial Approaches to Clustering and Feature Selection.
Proceedings of the 2nd MultiClust Workshop: Discovering, 2011

Knowledge propagation in large image databases using neighborhood information.
Proceedings of the 19th International Conference on Multimedia 2011, Scottsdale, AZ, USA, November 28, 2011

2010
Approximate Shortest Path Queries Using Voronoi Duals.
Trans. Comput. Sci., 2010

Can Shared-Neighbor Distances Defeat the Curse of Dimensionality?
Proceedings of the Scientific and Statistical Database Management, 2010

A Set Correlation Model for Partitional Clustering.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2010

Finding Local Anomalies in Very High Dimensional Space.
Proceedings of the ICDM 2010, 2010

Active caching for similarity queries based on shared-neighbor information.
Proceedings of the 19th ACM Conference on Information and Knowledge Management, 2010

2009
National Institute of Informatics, Japan at TRECVID 2009.
Proceedings of the TRECVID 2009 workshop participants notebook papers, 2009

A partial-order based active cache for recommender systems.
Proceedings of the 2009 ACM Conference on Recommender Systems, 2009

Approximate Shortest Path Queries in Graphs Using Voronoi Duals.
Proceedings of the Sixth International Symposium on Voronoi Diagrams, 2009

Balancing Graph Voronoi Diagrams.
Proceedings of the Sixth International Symposium on Voronoi Diagrams, 2009

2008
The Relevant-Set Correlation Model for Data Clustering.
Stat. Anal. Data Min., 2008

2007
Best of both: a hybridized centroid-medoid clustering heuristic.
Proceedings of the Machine Learning, 2007

Boosting Face Retrieval by using Relevant Set Correlation Clustering.
Proceedings of the 2007 IEEE International Conference on Multimedia and Expo, 2007

Finding Important People in Large News Video Databases Using Multimodal and Clustering Analysis.
Proceedings of the 23rd International Conference on Data Engineering Workshops, 2007

A correlation-based model for unsupervised feature selection.
Proceedings of the Sixteenth ACM Conference on Information and Knowledge Management, 2007

2006
Face Retrieval in Broadcasting News Video by Fusing Temporal and Intensity Information.
Proceedings of the Image and Video Retrieval, 5th International Conference, 2006

2005
Graphs of Triangulations and Perfect Matchings.
Graphs Comb., 2005

Fast Approximate Similarity Search in Extremely High-Dimensional Data Sets.
Proceedings of the 21st International Conference on Data Engineering, 2005

2004
Dimension-exchange algorithms for token distribution on tree-connected architectures.
J. Parallel Distributed Comput., 2004

2003
Extracting Spatial Knowledge from the Web.
Proceedings of the 2003 Symposium on Applications and the Internet (SAINT 2003), 27-31 January 2003, 2003

Navigating massive data sets via local clustering.
Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 24, 2003

2002
On local transformation of polygons with visibility properties.
Theor. Comput. Sci., 2002

Dimension-Exchange Algorithms for Load Balancing on Trees.
Proceedings of the SIROCCO 9, 2002

2001
Every Set of Disjoint Line Segments Admits a Binary Tree.
Discret. Comput. Geom., 2001

Robust Distance-Based Clustering with Applications to Spatial Data Mining.
Algorithmica, 2001

Data Structures for Minimization of Total Within-Group Distance for Spatio-temporal Clustering.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 2001

Fast Formal Analysis of Requirements via "Topoi Diagrams".
Proceedings of the 23rd International Conference on Software Engineering, 2001

Graph Drawing in Motion II.
Proceedings of the Graph Drawing, 9th International Symposium, 2001

Evaluation of Virtual World Systems.
Proceedings of the 13th Australian Software Engineering Conference (ASWEC 2001), 2001

2000
Fast Randomized Algorithms for Robust Estimation of Location.
Proceedings of the Temporal, 2000

1999
Optimal Dimension-Exchange Token Distribution on Complete Binary Trees.
Theor. Comput. Sci., 1999

Robust Clustering of Large Geo-referenced Data Sets.
Proceedings of the Methodologies for Knowledge Discovery and Data Mining, 1999

Generalized Maximum Independent Sets for Trees in Subquadratic Time.
Proceedings of the Algorithms and Computation, 10th International Symposium, 1999

Robust Clustering of Large Data Sets with Categorial Attributes.
Proceedings of the Database Systems 99, 1999

1998
Dimension-Exchange Token Distribution on the Mesh and the Torus.
Parallel Comput., 1998

A Visibility Representation for Graphs in Three Dimensions.
J. Graph Algorithms Appl., 1998

Approximation Algorithms for Finding Best Viewpoints.
Proceedings of the Graph Drawing, 6th International Symposium, 1998

1997
Ethics, programming, and virtual environments.
Proceedings of the 2nd Annual Conference on Integrating Technology into Computer Science Education, 1997

The Wobbly Logic Engine: Proving Hardness of Non-rigid Geometric Graph Representation Problems.
Proceedings of the Graph Drawing, 5th International Symposium, 1997

Finding the Best Viewpoints for Three-Dimensional Graph Drawings.
Proceedings of the Graph Drawing, 5th International Symposium, 1997

1995
Computational aspects of Helly's theorem and its relatives.
Int. J. Comput. Geom. Appl., 1995

New Results on a Visibility Representation of Graphs in 3D.
Proceedings of the Graph Drawing, Symposium on Graph Drawing, 1995

1993
The steiner problem in distributed computing systems.
Inf. Sci., 1993

Orthogonal Weighted Linear <i>L</i><sub>1</sub> and <i>L</i><sub>∞</sub> Approximation and Applications.
Discret. Appl. Math., 1993

Algorithms for Weak and Wide Separation of Sets.
Discret. Appl. Math., 1993

Dominance Drawings of Bipartite Graphs.
Proceedings of the 5th Canadian Conference on Computational Geometry, 1993

1991
Theorems on the Existence of Separating Surfaces.
Discret. Comput. Geom., 1991

1989
Weighted Orthogonal Linear L<sup>∞</sup>-Approximation and Applications.
Proceedings of the Algorithms and Data Structures, 1989

1988
Computing the Width of a Set.
IEEE Trans. Pattern Anal. Mach. Intell., 1988

1985
Computating the width of a set.
Proceedings of the First Annual Symposium on Computational Geometry, 1985


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