Hero, Alfred O.
- Scalable Mutual Information Estimation using Dependence Graphs
2018/01/27 by Noshad, Morteza, Zeng, Yu, Hero, Alfred O. · 5 citations
#FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (stat.ML)
- Zeroth-Order Online Alternating Direction Method of Multipliers: Convergence Analysis and Applications
2017/10/21 by Sijia Liu, Liu, Sijia, Jie Chen +5 · 8 citations
Computer Science · Engineering · #Advanced Adaptive Filtering Techniques #Antenna Design and Optimization #Direction-of-Arrival Estimation Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques
- Large Scale Correlation Screening
2011/02/06 by Alfred O. Hero, Hero, Alfred O., Bala Rajaratnam +1 · 3 citations
Biochemistry, Genetics and Molecular Biology · Mathematics · #Bioinformatics and Genomic Networks #FOS: Computer and information sciences #Gene expression and cancer classification #Machine Learning (stat.ML) #Statistical Methods and Inference
- Learning to Bound the Multi-class Bayes Error
2018/11/15 by Sekeh, Salimeh Yasaei, Oselio, Brandon, Hero, Alfred O. · 2 citations
#FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)
- High dimensional stochastic linear contextual bandit with missing covariates
2022/07/22 by Byoungwook Jang, Jang, Byoungwook, Julia F. Nepper +7 · 2 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Regularized Least-Mean-Square Algorithms
2010/12/22 by Chen, Yilun, Gu, Yuantao, Hero, Alfred O. · 1 citation
#FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME)
- Node Removal Vulnerability of the Largest Component of a Network
2014/03/09 by Chen, Pin-Yu, Hero, Alfred O. · 1 citation
#FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI) #Social and Information Networks (cs.SI)
- Empirically Estimable Classification Bounds Based on a New Divergence Measure
2014/12/19 by Visar Berisha, Berisha, Visar, Alan Wisler +5 · 1 citation
Computer Science · #FOS: Computer and information sciences #Face and Expression Recognition #Information Theory (cs.IT) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Neural Networks and Applications
- Phase Transitions in Spectral Community Detection of Large Noisy Networks
2015/04/09 by Chen, Pin-Yu, Hero, Alfred O. · 1 citation
#Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (stat.ML) #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI) #Statistics and Probability (physics.data-an)
- Ensemble Estimation of Distributional Functionals via k-Nearest Neighbors
2017/07/10 by Kevin R. Moon, Moon, Kevin R., Kumar Sricharan +3 · 2 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Information Theory (cs.IT) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
- Quickest Detection for Changes in Maximal kNN Coherence of Random\n Matrices
2015/08/19 by Taposh Banerjee, Banerjee, Taposh, Hamed Firouzi +3 · 1 citation
Mathematics · Medicine · #Data-Driven Disease Surveillance #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Probability (math.PR) #Random Matrices and Applications #Statistical Methods and Inference #Statistics Theory (math.ST)
- Rate-optimal Meta Learning of Classification Error
2017/10/31 by Morteza Noshad Iranzad, Iranzad, Morteza Noshad, Alfred O. Hero +1 · 1 citation
Computer Science · #Distributed Sensor Networks and Detection Algorithms #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Ensemble estimators for multivariate entropy estimation
2012/03/26 by Kumar Sricharan, Dennis Wei, Sricharan, Kumar +3 · 1 citation
Computer Science · Engineering · Decision Sciences · #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques #Advanced Bandit Algorithms Research
- Fair Community Detection and Structure Learning in Heterogeneous Graphical Models
2021/12/09 by Davoud Ataee Tarzanagh, Tarzanagh, Davoud Ataee, Laura Balzano +3 · 1 citation
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference
- Graph Sparsification by Approximate Matrix Multiplication
2023/04/17 by Charalambides, Neophytos, Hero, Alfred O. · 1 citation
#05C50 #05C85 #05C90 #65F50 65F50 #65F55 #68W20 #68W25 #Data Structures and Algorithms (cs.DS) #Discrete Mathematics (cs.DM) #F.2.1 #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #G.1.2 #G.1.3 #G.2.2 #G.3 #Numerical Analysis (math.NA) #Signal Processing (eess.SP) #Spectral Theory (math.SP) #electronic engineering #information engineering