Timothy C. Havens

Orcid: 0000-0002-5746-3749

According to our database1, Timothy C. Havens authored at least 121 papers between 2008 and 2024.

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

Timeline

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Bibliography

2024
Machine Learning for Shipwreck Segmentation from Side Scan Sonar Imagery: Dataset and Benchmark.
CoRR, 2024

2023
Reconstructing 42 Years (1979-2020) of Great Lakes Surface Temperature through a Deep Learning Approach.
Remote. Sens., September, 2023

Cluster Validity for Fuzzy Text Segmentation.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2023

A Reference-free Segmentation Quality Index (SegReFree).
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2023, 2023

2022
Through-Ice Acoustic Source Tracking Using Vision Transformers with Ordinal Classification.
Sensors, 2022

Deep Convolutional Autoencoder for Assessment of Anomalies in Multi-stream Sensor Data.
CoRR, 2022

Online learning with binary feedback for multi-class problems.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022

Enhancing Visualization and Explainability of Computer Vision Models with Local Interpretable Model-Agnostic Explanations (LIME).
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022

Deep Convolutional Autoencoder for Assessment of Drive-Cycle Anomalies in Connected Vehicle Sensor Data.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022

2021
Soft Overlapping Community Detection in Large-Scale Networks via Fast Fuzzy Modularity Maximization.
IEEE Trans. Fuzzy Syst., 2021

Novel Regularization for Learning the Fuzzy Choquet Integral With Limited Training Data.
IEEE Trans. Fuzzy Syst., 2021

A Generalized Fuzzy Extension Principle and Its Application to Information Fusion.
IEEE Trans. Fuzzy Syst., 2021

Explainable AI for the Choquet Integral.
IEEE Trans. Emerg. Top. Comput. Intell., 2021

Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation.
IEEE Trans. Big Data, 2021

Machine learning method for light field refocusing.
CoRR, 2021

Environment Sound Classification (ESC) with Choquet Integral Fusion.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

Uncertain Inference Using Ordinal Classification in Deep Networks for Acoustic Localization.
Proceedings of the International Joint Conference on Neural Networks, 2021

Light Field Compression by Residual CNN-Assisted JPEG.
Proceedings of the International Joint Conference on Neural Networks, 2021

Actionable XAI for the Fuzzy Integral.
Proceedings of the 30th IEEE International Conference on Fuzzy Systems, 2021

Online Sequential Learning of Fuzzy Measures for Choquet Integral Fusion.
Proceedings of the 30th IEEE International Conference on Fuzzy Systems, 2021

Earth Mover's Distance as a Similarity Measure for Linear Order Statistics and Fuzzy Integrals.
Proceedings of the 30th IEEE International Conference on Fuzzy Systems, 2021

2020
Aperture-Level Simultaneous Transmit and Receive With Digital Phased Arrays.
IEEE Trans. Signal Process., 2020

A Similarity Measure Based on Bidirectional Subsethood for Intervals.
IEEE Trans. Fuzzy Syst., 2020

Enabling Explainable Fusion in Deep Learning With Fuzzy Integral Neural Networks.
IEEE Trans. Fuzzy Syst., 2020

Fuzzy Integral = Contextual Linear Order Statistic.
CoRR, 2020

Conference Report on 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2019) [Conference Reports].
IEEE Comput. Intell. Mag., 2020

Visualization and Analysis Tools for Explainable Choquet Integral Regression.
Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

Online Learning of the Fuzzy Choquet Integral.
Proceedings of the 2020 IEEE International Conference on Systems, Man, and Cybernetics, 2020

Information Fusion-2-Text: Explainable Aggregation via Linguistic Protoforms.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2020

On a Paradox of Extended Linguistic Summaries.
Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020

Choquet Integral Ridge Regression.
Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020

Extended Linear Order Statistic (ELOS) Aggregation and Regression.
Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020

2019
Optimal segmentation of high spatial resolution images for the classification of buildings using random forests.
Int. J. Appl. Earth Obs. Geoinformation, 2019

Linear Order Statistic Neuron.
Proceedings of the 2019 IEEE International Conference on Fuzzy Systems, 2019

Transfer Learning for the Choquet Integral.
Proceedings of the 2019 IEEE International Conference on Fuzzy Systems, 2019

Measuring Similarity Between Discontinuous Intervals - Challenges and Solutions.
Proceedings of the 2019 IEEE International Conference on Fuzzy Systems, 2019

Machine Learning of Choquet Integral Regression with Respect to a Bounded Capacity (or Non-monotonic Fuzzy Measure).
Proceedings of the 2019 IEEE International Conference on Fuzzy Systems, 2019

2018
Data-Driven Compression and Efficient Learning of the Choquet Integral.
IEEE Trans. Fuzzy Syst., 2018

Fast Image Reconstruction in Forward-Looking GPR Using Dual ℓ<sub>1</sub> Regularization.
IEEE Trans. Computational Imaging, 2018

Target Localization and Tracking by Fusing Doppler Differentials from Cellular Emanations with a Multi-Spectral Video Tracker.
Sensors, 2018

Sensor relocation for improved target tracking.
IET Wirel. Sens. Syst., 2018

Efficient Binary Fuzzy Measure Representation and Choquet Integral Learning.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations, 2018

Comparison of Fuzzy Integral-Fuzzy Measure Based Ensemble Algorithms with the State-of-the-Art Ensemble Algorithms.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations, 2018

Explainable AI for Understanding Decisions and Data-Driven Optimization of the Choquet Integral.
Proceedings of the 2018 IEEE International Conference on Fuzzy Systems, 2018

A Bidirectional Subsethood Based Similarity Measure for Fuzzy Sets.
Proceedings of the 2018 IEEE International Conference on Fuzzy Systems, 2018

SPFI: Shape-Preserving Choquet Fuzzy Integral for Non-Normal Fuzzy Set-Valued Evidence.
Proceedings of the 2018 IEEE International Conference on Fuzzy Systems, 2018

Information-Theoretic Optimization of Full-Duplex Communication between Digital Phased Arrays.
Proceedings of the 56th Annual Allerton Conference on Communication, 2018

2017
Efficient Multiple Kernel Classification Using Feature and Decision Level Fusion.
IEEE Trans. Fuzzy Syst., 2017

Effect of Label Noise on the Machine-Learned Classification of Earthquake Damage.
Remote. Sens., 2017

Generating random fuzzy (capacity) measures for data fusion simulations.
Proceedings of the 2017 IEEE Symposium Series on Computational Intelligence, 2017

The arithmetic recursive average as an instance of the recursive weighted power mean.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017

Visualization and learning of the Choquet integral with limited training data.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017

Novel similarity measure for interval-valued data based on overlapping ratio.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017

Efficient modeling and representation of agreement in interval-valued data.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017

2016
Computational Intelligence Methods in Forward-Looking Explosive Hazard Detection.
Proceedings of the Recent Advances in Computational Intelligence in Defense and Security, 2016

A Hybrid Approach to Clustering in Big Data.
IEEE Trans. Cybern., 2016

Fuzzy Choquet integration of homogeneous possibility and probability distributions.
Inf. Sci., 2016

Explosive hazard detection with feature and decision level fusion, multiple kernel learning, and fuzzy integrals.
Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016

Fuzzy Integral for Rule Aggregation in Fuzzy Inference Systems.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2016

Sensor fused three-dimensional localization using IMU, camera and LiDAR.
Proceedings of the 2016 IEEE SENSORS, Orlando, FL, USA, October 30 - November 3, 2016, 2016

Coverage optimization in a terrain-aware wireless sensor network.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

Histogram particle swarm optimization (HistPSO): Evolving non-parametric acceleration distributions.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

2015
From Interval-Valued Data to General Type-2 Fuzzy Sets.
IEEE Trans. Fuzzy Syst., 2015

Quadratic Program-Based Modularity Maximization for Fuzzy Community Detection in Social Networks.
IEEE Trans. Fuzzy Syst., 2015

Data-Informed Fuzzy Measures for Fuzzy Integration of Intervals and Fuzzy Numbers.
IEEE Trans. Fuzzy Syst., 2015

Low-Cost Open-Source Voltage and Current Monitor for Gas Metal Arc Weld 3D Printing.
J. Sensors, 2015

Multi-criteria based learning of the Choquet integral using Goal programming.
Proceedings of the 2015 Annual Conference of the North American Fuzzy Information Processing Society (NAFIPS) held jointly with 2015 5th World Conference on Soft Computing (WConSC), 2015

Feature and decision level fusion using multiple kernel learning and fuzzy integrals.
Proceedings of the 2015 IEEE International Conference on Fuzzy Systems, 2015

Insights and characterization of l1-norm based sparsity learning of a lexicographically encoded capacity vector for the Choquet integral.
Proceedings of the 2015 IEEE International Conference on Fuzzy Systems, 2015

2014
Streaming analysis in wireless sensor networks.
Wirel. Commun. Mob. Comput., 2014

High-Resolution Monitoring of Atmospheric Pollutants Using a System of Low-Cost Sensors.
IEEE Trans. Geosci. Remote. Sens., 2014

Extension of the Fuzzy Integral for General Fuzzy Set-Valued Information.
IEEE Trans. Fuzzy Syst., 2014

Scalable Kernel Clustering: Approximate Kernel k-means.
CoRR, 2014

Efficient and Scalable Nonlinear Multiple Kernel Aggregation Using the Choquet Integral.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2014

Fuzzy community detection in social networks using a genetic algortihm.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2014

Fuzzy logic controller for energy management of power split hybrid electrical vehicle transmission.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2014

Real time fuzzy controller for quadrotor stability control.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2014

Regularization-based learning of the Choquet integral.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2014

2013
A Soft Modularity Function For Detecting Fuzzy Communities in Social Networks.
IEEE Trans. Fuzzy Syst., 2013

A Cluster Validity Framework Based on Induced Partition Dissimilarity.
IEEE Trans. Cybern., 2013

A Generalized Fuzzy T-norm Formulation of Fuzzy Modularity for Community Detection in Social Networks.
Proceedings of the Advance Trends in Soft Computing, 2013

Indices for Introspection on the Choquet Integral.
Proceedings of the Advance Trends in Soft Computing, 2013

Scalable single linkage hierarchical clustering for big data.
Proceedings of the 2013 IEEE Eighth International Conference on Intelligent Sensors, 2013

Generalization of the Fuzzy Integral for discontinuous interval- and non-convex interval fuzzy set-valued inputs.
Proceedings of the FUZZ-IEEE 2013, 2013

Multiple kernel aggregation using fuzzy integrals.
Proceedings of the FUZZ-IEEE 2013, 2013

Extension of iVAT to asymmetric matrices.
Proceedings of the FUZZ-IEEE 2013, 2013

Clustering and visualization of fuzzy communities in social networks.
Proceedings of the FUZZ-IEEE 2013, 2013

Fuzzy integrals of crowd-sourced intervals using a measure of generalized accord.
Proceedings of the FUZZ-IEEE 2013, 2013

Scalable approximation of kernel fuzzy c-means.
Proceedings of the 2013 IEEE International Conference on Big Data (IEEE BigData 2013), 2013

clusiVAT: A mixed visual/numerical clustering algorithm for big data.
Proceedings of the 2013 IEEE International Conference on Big Data (IEEE BigData 2013), 2013

2012
An Efficient Formulation of the Improved Visual Assessment of Cluster Tendency (iVAT) Algorithm.
IEEE Trans. Knowl. Data Eng., 2012

Fuzzy c-Means Algorithms for Very Large Data.
IEEE Trans. Fuzzy Syst., 2012

A new formulation of the coVAT algorithm for visual assessment of clustering tendency in rectangular data.
Int. J. Intell. Syst., 2012

Measures for clustering and anomaly detection in sets of higher dimensional ellipsoids.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Approximation of kernel k-means for streaming data.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Cluster validity for kernel fuzzy clustering.
Proceedings of the FUZZ-IEEE 2012, 2012

Sugeno fuzzy integral generalizations for Sub-normal Fuzzy set-valued inputs.
Proceedings of the FUZZ-IEEE 2012, 2012

2011
Clustering ellipses for anomaly detection.
Pattern Recognit., 2011

Anomaly Detection in Environmental Monitoring Networks [Application Notes].
IEEE Comput. Intell. Mag., 2011

Correlation cluster validity.
Proceedings of the IEEE International Conference on Systems, 2011

Approximate kernel k-means: solution to large scale kernel clustering.
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

Speedup of fuzzy and possibilistic kernel c-means for large-scale clustering.
Proceedings of the FUZZ-IEEE 2011, 2011

2010
Relational Duals of Cluster-Validity Functions for the c -Means Family.
IEEE Trans. Fuzzy Syst., 2010

Relational Generalizations of Cluster Validity Indices.
IEEE Trans. Fuzzy Syst., 2010

Computing With Words With the Ontological Self-Organizing Map.
IEEE Trans. Fuzzy Syst., 2010

Learning Fuzzy-Valued Fuzzy Measures for the Fuzzy-Valued Sugeno Fuzzy Integral.
Proceedings of the Computational Intelligence for Knowledge-Based Systems Design, 2010

Incremental Kernel Fuzzy c-Means.
Proceedings of the Computational Intelligence, 2010

A New Implementation of the co-VAT Algorithm for Visual Assessment of Clusters in Rectangular Relational Data.
Proceedings of the Artificial Intelligence and Soft Computing, 2010

A relational dual of the fuzzy possibilistic c-means algorithm.
Proceedings of the FUZZ-IEEE 2010, 2010

A fuzzy Choquet integral with an interval type-2 fuzzy number-valued integrand.
Proceedings of the FUZZ-IEEE 2010, 2010

Clustering elliptical anomalies in sensor networks.
Proceedings of the FUZZ-IEEE 2010, 2010

2009
Finding the number of clusters in ordered dissimilarities.
Soft Comput., 2009

Clustering in ordered dissimilarity data.
Int. J. Intell. Syst., 2009

Is VAT really single linkage in disguise?
Ann. Math. Artif. Intell., 2009

Fuzzy contour tracking of human silhouettes.
Proceedings of the FUZZ-IEEE 2009, 2009

Contour tracking of human exercises.
Proceedings of the 2009 IEEE Workshop on Computational Intelligence for Visual Intelligence, 2009

2008
Roach Infestation Optimization.
Proceedings of the 2008 IEEE Swarm Intelligence Symposium, 2008

Dunn's cluster validity index as a contrast measure of VAT images.
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

A new cluster validity measure for bioinformatics relational datasets.
Proceedings of the FUZZ-IEEE 2008, 2008

Ontological self-organizing maps for cluster visualization and functional summarization of gene products using Gene Ontology similarity measures.
Proceedings of the FUZZ-IEEE 2008, 2008

Temporal Activity Analysis.
Proceedings of the AI in Eldercare: New Solutions to Old Problems, 2008


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