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Viewing Publication 1 - 100 from 302

2024

Multi-Trigger-Key: Toward Multi-Task Privacy Preserving in Deep LearningRen Wang 0008, Zhe Xu 0005, Alfred O. Hero III. access, 12:16939-16950, 2024. [doi]

2023

Resolution Limits of Non-Adaptive 20 Questions Search for a Moving TargetLin Zhou 0002, Alfred O. Hero III. TIT, 69(9):5463-5484, September 2023. [doi]

Any-Shot Learning From Multimodal Observations (ALMO)Mehmet Aktukmak, Yasin Yilmaz, Alfred O. Hero III. access, 11:61513-61524, 2023. [doi]

A Graphical Model for Fusing Diverse Microbiome DataMehmet Aktukmak, Haonan Zhu, Marc G. Chevrette, Julia Nepper, Shruthi Magesh, Jo Handelsman, Alfred O. Hero III. tsp, 71:3399-3412, 2023. [doi]

Graph Sparsification by Approximate matrix MultiplicationNeophytos Charalambides, Alfred O. Hero III. gacm 2023: 180-184 [doi]

Securely Aggregated Coded Matrix InversionNeophytos Charalambides, Mert Pilanci, Alfred O. Hero III. jsait, 4:405-419, 2023. [doi]

Robustness-Preserving Lifelong Learning Via Dataset CondensationJinghan Jia, Yihua Zhang, Dogyoon Song, Sijia Liu 0001, Alfred O. Hero III. icassp 2023: 1-5 [doi]

Community Detection in High-Dimensional Graph EnsemblesRobert P. Malinas, Dogyoon Song, Alfred O. Hero III. acssc 2023: 322-329 [doi]

Compression-Informed Coded ComputingMichael Rudow, Neophytos Charalambides, Alfred O. Hero III, K. V. Rashmi. isit 2023: 2177-2182 [doi]

Minimum-Risk Recalibration of ClassifiersZeyu Sun, Dogyoon Song, Alfred O. Hero III. nips 2023: [doi]

A Unified Framework for Correlation Mining in Ultra-High DimensionYun Wei, Bala Rajaratnam, Alfred O. Hero III. TIT, 69(1):334-382, 2023. [doi]

2022

Asymptotics for Outlier Hypothesis TestingLin Zhou 0002, Yun Wei, Alfred O. Hero III. isit 2022: 3303-3308 [doi]

Second-Order Asymptotically Optimal Outlier Hypothesis TestingLin Zhou 0002, Yun Wei, Alfred O. Hero III. TIT, 68(6):3585-3607, 2022. [doi]

RAILS: A Robust Adversarial Immune-Inspired Learning SystemRen Wang 0008, TianQi Chen, Stephen Lindsly, Cooper Stansbury, Alnawaz Rehemtulla, Indika Rajapakse, Alfred O. Hero III. access, 10:22061-22078, 2022. [doi]

ASK: Adversarial Soft k-Nearest Neighbor Attack and DefenseRen Wang 0008, TianQi Chen, Philip Yao, Sijia Liu 0001, Indika Rajapakse, Alfred O. Hero III. access, 10:103074-103088, 2022. [doi]

TensorGraphicalModels: A Julia toolbox for multiway covariance models and ensemble Kalman filterYu Wang 0144, Zeyu Sun, Alfred O. Hero III. simpa, 13:100308, 2022. [doi]

Struct2Graph: a graph attention network for structure based predictions of protein-protein interactionsMayank Baranwal, Abram Magner, Jacob Saldinger, Emine S. Turali-Emre, Paolo Elvati, Shivani Kozarekar, J. Scott Vanepps, Nicholas A. Kotov, Angela Violi, Alfred O. Hero III. bmcbi, 23(1):370, 2022. [doi]

Secure Linear MDS Coded Matrix InversionNeophytos Charalambides, Mert Pilanci, Alfred O. Hero III. allerton 2022: 1-8 [doi]

Orthonormal Sketches for Secure Coded RegressionNeophytos Charalambides, Hessam Mahdavifar, Mert Pilanci, Alfred O. Hero III. isit 2022: 826-831 [doi]

SOLBP: Second-Order Loopy Belief Propagation for Inference in Uncertain Bayesian NetworksConrad D. Hougen, Lance M. Kaplan, Magdalena Ivanovska, Federico Cerutti, Kumar Vijay Mishra, Alfred O. Hero III. fusion 2022: 1-8 [doi]

High Dimensional Stochastic Linear Contextual Bandit with Missing CovariatesByoungwook Jang, Julia Nepper, Marc Chevrette, Jo Handelsman, Alfred O. Hero III. mlsp 2022: 1-6 [doi]

Fundamental Limits of Deep Graph Convolutional Networks for Graph ClassificationAbram Magner, Mayank Baranwal, Alfred O. Hero III. TIT, 68(5):3218-3233, 2022. [doi]

An Improvement on the Hotelling $T^{2}$ Test Using the Ledoit-Wolf Nonlinear Shrinkage EstimatorBenjamin D. Robinson, Robert P. Malinas, Van Latimer, Beth Bjorkman Morrison, Alfred O. Hero III. eusipco 2022: 2106-2110 [doi]

A Pattern Dictionary Method for Anomaly DetectionElyas Sabeti, Sehong Oh, Peter X. K. Song, Alfred O. Hero III. entropy, 24(8):1095, 2022. [doi]

2021

Second-Order Asymptotically Optimal Outlying Sequence Detection with Reject OptionLin Zhou 0002, Alfred O. Hero III, Yun Wei. itw 2021: 1-6 [doi]

Resolution Limits for the Noisy Non-Adaptive 20 Questions ProblemLin Zhou 0002, Alfred O. Hero III. TIT, 67(4):2055-2073, 2021. [doi]

Approximate Weighted C R Coded Matrix MultiplicationNeophytos Charalambides, Mert Pilanci, Alfred O. Hero III. icassp 2021: 5095-5099 [doi]

Uncertain Bayesian Networks: Learning from Incomplete DataConrad D. Hougen, Lance M. Kaplan, Federico Cerutti, Alfred O. Hero III. mlsp 2021: 1-6 [doi]

Ensemble Estimation of Generalized Mutual Information With Applications to GenomicsKevin R. Moon, Kumar Sricharan, Alfred O. Hero III. TIT, 67(9):5963-5996, 2021. [doi]

A data value metric for quantifying information content and utilityMorteza Noshad, Jerome Choi, Yuming Sun, Alfred O. Hero III, Ivo D. Dinov. jbd, 8(1):82, 2021. [doi]

Space-Time Adaptive Detection at Low Sample SupportBenjamin D. Robinson, Robert P. Malinas, Alfred O. Hero III. tsp, 69:2939-2954, 2021. [doi]

Data Discovery Using Lossless Compression-Based Sparse RepresentationElyas Sabeti, Peter X. K. Song, Alfred O. Hero III. icassp 2021: 5539-5543 [doi]

Adaptive Multi-Channel Event Segmentation and Feature Extraction for Monitoring Health OutcomesXichen She, Yaya Zhai, Ricardo Henao, Christopher W. Woods, Christopher Chiu, Geoffrey S. Ginsburg, Peter X. K. Song, Alfred O. Hero III. tbe, 68(8):2377-2388, 2021. [doi]

Multimodal Data Fusion in High-Dimensional Heterogeneous Datasets Via Generative ModelsYasin Yilmaz, Mehmet Aktukmak, Alfred O. Hero III. tsp, 69:5175-5188, 2021. [doi]

Achievable Resolution Limits for the Noisy Adaptive 20 Questions ProblemLin Zhou, Alfred O. Hero III. isit 2021: 784-789 [doi]

2020

A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and ApplicationsSijia Liu 0001, Pin-Yu Chen, Bhavya Kailkhura, Gaoyuan Zhang, Alfred O. Hero III, Pramod K. Varshney. spm, 37(5):43-54, 2020. [doi]

Weighted Gradient Coding with Leverage Score SamplingNeophytos Charalambides, Mert Pilanci, Alfred O. Hero III. icassp 2020: 5215-5219 [doi]

Numerically Stable Binary Gradient CodingNeophytos Charalambides, Hessam Mahdavifar, Alfred O. Hero III. isit 2020: 2622-2627 [doi]

Testing that a Local Optimum of the Likelihood is Globally Optimum Using Reparameterized EmbeddingsJoel W. LeBlanc, Brian J. Thelen, Alfred O. Hero III. jmiv, 62(6):858-871, 2020. [doi]

The Power of Graph Convolutional Networks to Distinguish Random Graph ModelsAbram Magner, Mayank Baranwal, Alfred O. Hero III. isit 2020: 2664-2669 [doi]

Learning to Bound the Multi-Class Bayes ErrorSalimeh Yasaei Sekeh, Brandon Oselio, Alfred O. Hero III. tsp, 68:3793-3807, 2020. [doi]

2019

Identifying Influential Links for Event Propagation on Twitter: A Network of Networks ApproachPin-Yu Chen, Chun Chen Tu, Pai-Shun Ting, Ya-Yun Lo, Danai Koutra, Alfred O. Hero III. tsipn, 5(1):139-151, 2019. [doi]

Anomaly Detection in Partially Observed Traffic NetworksElizabeth Hou, Yasin Yilmaz, Alfred O. Hero III. tsp, 67(6):1461-1476, 2019. [doi]

Semi-Supervised Learning in Network-Structured Data via Total Variation MinimizationAlexander Jung, Alfred O. Hero III, Alexandru Mara, Saeed Jahromi, Ayelet Heimowitz, Yonina C. Eldar. tsp, 67(24):6256-6269, 2019. [doi]

Scalable Mutual Information Estimation Using Dependence GraphsMorteza Noshad, Yu Zeng, Alfred O. Hero III. icassp 2019: 2962-2966 [doi]

Feature Selection for Mutlti-labeled Variables via Dependency MaximizationSalimeh Yasaei Sekeh, Alfred O. Hero III. icassp 2019: 3127-3131 [doi]

Geometric Estimation of Multivariate DependencySalimeh Yasaei Sekeh, Alfred O. Hero III. entropy, 21(8):787, 2019. [doi]

Part-Level Convolutional Neural Networks for Pedestrian Detection Using Saliency and Boundary Box AlignmentInyong Yun, Cheolkon Jung, Xinran Wang, Alfred O. Hero III, Joongkyu Kim. access, 7:23027-23037, 2019. [doi]

2018

Accelerated Distributed Dual Averaging Over Evolving Networks of Growing ConnectivitySijia Liu 0001, Pin-Yu Chen, Alfred O. Hero III. tsp, 66(7):1845-1859, 2018. [doi]

Quickest Detection for Changes in Maximal kNN Coherence of Random MatricesTaposh Banerjee, Hamed Firouzi, Alfred O. Hero III. tsp, 66(17):4490-4503, 2018. [doi]

Phase Transitions and a Model Order Selection Criterion for Spectral Graph ClusteringPin-Yu Chen, Alfred O. Hero III. tsp, 66(13):3407-3420, 2018. [doi]

Unequal Error Protection Querying Policies for the Noisy 20 Questions ProblemHye Won Chung, Brian M. Sadler, Lizhong Zheng, Alfred O. Hero III. icassp 2018: 4424-4428 [doi]

Fundamental Limits on Data Acquisition: Trade-offs Between Sample Complexity and Query DifficultyHye Won Chung, Ji Oon Lee, Alfred O. Hero III. isit 2018: 681-685 [doi]

Trade-offs Between Query Difficulty and Sample Complexity in Crowdsourced Data AcquisitionHye Won Chung, Ji Oon Lee, Doyeon Kim, Alfred O. Hero III. allerton 2018: 639-646 [doi]

Unequal Error Protection Querying Policies for the Noisy 20 Questions ProblemHye Won Chung, Brian M. Sadler, Lizhong Zheng, Alfred O. Hero III. TIT, 64(2):1105-1131, 2018. [doi]

Sequential Maximum Margin Classifiers for Partially Labeled DataElizabeth Hou, Alfred O. Hero III. icassp 2018: 2826-2830 [doi]

Latent Laplacian Maximum Entropy Discrimination for Detection of High-Utility AnomaliesElizabeth Hou, Kumar Sricharan, Alfred O. Hero III. tifs, 13(6):1446-1459, 2018. [doi]

†Kevin R. Moon, Kumar Sricharan, Kristjan H. Greenewald, Alfred O. Hero III. entropy, 20(8):560, 2018. [doi]

Multi-Functional Sensing for Swarm Robots Using Time Sequence Classification: HoverBot, an ExampleMarkus P. Nemitz, Ryan J. Marcotte, Mohammed E. Sayed, Gonzalo Ferrer, Alfred O. Hero III, Edwin Olson, Adam A. Stokes. firai, 2018:55, 2018. [doi]

Scalable Hash-Based Estimation of Divergence MeasuresMorteza Noshad, Alfred O. Hero III. ita 2018: 1-10 [doi]

Rate-Optimal Meta Learning of Classification ErrorMorteza Noshad, Alfred O. Hero III. icassp 2018: 2481-2485 [doi]

Multi-class Bayes error estimation with a global minimal spanning treeSalimeh Yasaei Sekeh, Brandon Oselio, Alfred O. Hero III. allerton 2018: 676-681 [doi]

A Dimension-Independent Discriminant Between DistributionsSalimeh Yasaei Sekeh, Brandon Oselio, Alfred O. Hero III. icassp 2018: 4419-4423 [doi]

Direct Estimation of Density Functionals Using a Polynomial BasisAlan Wisler, Visar Berisha, Andreas Spanias, Alfred O. Hero III. tsp, 66(3):558-572, 2018. [doi]

Multimodal Event Detection in Twitter Hashtag NetworksYasin Yilmaz, Alfred O. Hero III. vlsisp, 90(2):185-200, 2018. [doi]

2017

Corrections to "On Decentralized Estimation With Active Queries"David A. Castañón, Theodoros Tsiligkaridis, Alfred O. Hero III. tsp, 65(18):4971-4972, 2017. [doi]

AMOS: An automated model order selection algorithm for spectral graph clusteringPin-Yu Chen, Thibaut Gensollen, Alfred O. Hero III. icassp 2017: 6448-6452 [doi]

Multilayer Spectral Graph Clustering via Convex Layer Aggregation: Theory and AlgorithmsPin-Yu Chen, Alfred O. Hero III. tsipn, 3(3):553-567, 2017. [doi]

Learning sparse graphs under smoothness priorSundeep Prabhakar Chepuri, Sijia Liu, Geert Leus, Alfred O. Hero III. icassp 2017: 6508-6512 [doi]

Bounds on Variance for Unimodal DistributionsHye Won Chung, Brian M. Sadler, Alfred O. Hero III. TIT, 63(11):6936-6949, 2017. [doi]

Challenges and Open Problems in Signal Processing: Panel Discussion Summary from ICASSP 2017 [Panel and Forum]Yonina C. Eldar, Alfred O. Hero III, Li Deng, Jeffrey A. Fessler, Jelena Kovacevic, H. Vincent Poor, Steve Young. spm, 34(6):8-23, 2017. [doi]

Two-Stage Sampling, Prediction and Adaptive Regression via Correlation ScreeningHamed Firouzi, Alfred O. Hero III, Bala Rajaratnam. TIT, 63(1):698-714, 2017. [doi]

Similarity Function Tracking Using Pairwise ComparisonsKristjan H. Greenewald, Stephen Kelley, Brandon Oselio, Alfred O. Hero III. tsp, 65(21):5635-5648, 2017. [doi]

Binary Hypothesis Testing via Measure Transformed Quasi-Likelihood Ratio TestNir Halay, Koby Todros, Alfred O. Hero III. tsp, 65(24):6381-6396, 2017. [doi]

Distributed optimization for evolving networks of growing connectivitySijia Liu, Pin-Yu Chen, Alfred O. Hero III. icassp 2017: 4079-4083 [doi]

Distributed sensor selection for field estimationSijia Liu, Sundeep Prabhakar Chepuri, Geert Leus, Alfred O. Hero III. icassp 2017: 4257-4261 [doi]

Information theoretic structure learning with confidenceKevin R. Moon, Morteza Noshad, Salimeh Yasaei Sekeh, Alfred O. Hero III. icassp 2017: 6095-6099 [doi]

Ensemble estimation of mutual informationKevin R. Moon, Kumar Sricharan, Alfred O. Hero III. isit 2017: 3030-3034 [doi]

Direct estimation of information divergence using nearest neighbor ratiosMorteza Noshad, Kevin R. Moon, Salimeh Yasaei Sekeh, Alfred O. Hero III. isit 2017: 903-907 [doi]

Dynamic reconstruction of influence graphs with adaptive directed informationBrandon Oselio, Alfred O. Hero III. icassp 2017: 5935-5939 [doi]

Measure-Transformed Quasi-Maximum Likelihood EstimationKoby Todros, Alfred O. Hero III. tsp, 65(3):748-763, 2017. [doi]

The Three-Terminal Interactive Lossy Source Coding ProblemLeonardo Rey Vega, Pablo Piantanida, Alfred O. Hero III. TIT, 63(1):532-562, 2017. [doi]

Part-level fully convolutional networks for pedestrian detectionXinran Wang, Cheolkon Jung, Alfred O. Hero III. icassp 2017: 2267-2271 [doi]

Semiblind subgraph reconstruction in Gaussian graphical modelsTianpei Xie, Sijia Liu 0001, Alfred O. Hero III. globalsip 2017: 628-632 [doi]

Learning to Classify With Possible Sensor FailuresTianpei Xie, Nasser M. Nasrabadi, Alfred O. Hero III. tsp, 65(4):836-849, 2017. [doi]

Introduction to the Issue on Distributed Information Processing in Social NetworksZ. Zhang, Wee-Peng Tay, M. Draief, X. Wang, Edwin K. P. Chong, Alfred O. Hero III. tsipn, 3(2):219-221, 2017. [doi]

2016

Quickest hub discovery in correlation graphsTaposh Banerjee, Alfred O. Hero III. acssc 2016: 1248-1255 [doi]

Multilayer spectral graph clustering via convex layer aggregationPin-Yu Chen, Alfred O. Hero III. globalsip 2016: 317-321 [doi]

Particle filtering for slice-to-volume motion correction in EPI based functional MRIYu-Hui Chen, Roni Mittelman, Boklye Kim, Charles R. Meyer, Alfred O. Hero III. icassp 2016: 679-683 [doi]

Multi-centrality graph spectral decompositions and their application to cyber intrusion detectionPin-Yu Chen, Sutanay Choudhury, Alfred O. Hero III. icassp 2016: 4553-4557 [doi]

Unequal error protection coding approaches to the noisy 20 questions problemHye Won Chung, Lizhong Zheng, Brian M. Sadler, Alfred O. Hero III. isit 2016: 1700-1704 [doi]

The intrinsic value of HFO features as a biomarker of epileptic activityStephen V. Gliske, William C. Stacey, Kevin R. Moon, Alfred O. Hero III. icassp 2016: 6290-6294 [doi]

Dynamic metric learning from pairwise comparisonsKristjan H. Greenewald, Stephen Kelley, Alfred O. Hero III. allerton 2016: 1327-1334 [doi]

Measure transformed quasi likelihood ratio test for Bayesian binary hypothesis testingNir Halay, Koby Todros, Alfred O. Hero III. gacm 2016: 1-5 [doi]

Improving convergence of divergence functional ensemble estimatorsKevin R. Moon, Kumar Sricharan, Kristjan H. Greenewald, Alfred O. Hero III. isit 2016: 1133-1137 [doi]

Dynamic Directed Influence Networks: A Study of Campaigns on TwitterBrandon Oselio, Alfred O. Hero III. sbp-brims 2016: 152-161 [doi]

Measure-transformed quasi likelihood ratio testKoby Todros, Alfred O. Hero III. icassp 2016: 4259-4263 [doi]

Analysis of a privacy-preserving PCA algorithm using random matrix theoryLu Wei, Anand D. Sarwate, Jukka Corander, Alfred O. Hero III, Vahid Tarokh. globalsip 2016: 1335-1339 [doi]

Complex input convolutional neural networks for wide angle SAR ATRMichael Wilmanski, Chris Kreucher, Alfred O. Hero III. globalsip 2016: 1037-1041 [doi]

The Ontology of Biological and Clinical Statistics (OBCS) for standardized and reproducible statistical analysisJie Zheng, Marcelline R. Harris, Anna Maria Masci, Yu Lin, Alfred O. Hero III, Barry Smith, Yongqun He. biomedsem, 7:53, 2016. [doi]

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