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A.G. Constantinides

imperial college london

33H-index
393Paper Count
6.2KCitation Count
Published Papers 42
Publication Date
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From Bellman to Real-Time: Graph Compression, DCRNN, and MARL for Scalable Energy System Control—Methodology and Initial Validation
errElectronics
IF2.6
err2026-07-17
err0
errOAAI
errW. Bernard Lee; Anthony G. Constantinides
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Financial stress evaluation: a complexity science approach
errFinancial Innovation
IF7.2
err2026-01-20
err0
errOAAI
errHongjian Xiao; Yao Lei Xu; Ana Cukic; Anthony G. Constantinides; Danilo P. Mandic
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errSave
Demystifying Encoder–Decoder Neural Networks: Correncoder for Regression via Latent Spaces [Lecture Notes]
errIEEE Signal Processing Magazine
IF9.6
err2025-12-19
err0
PREAI
errHarry J. Davies; Giorgos Iacovides; Wuyang Zhou; Anthony G. Constantinides; Danilo P. Mandic
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errSave
Spectral Graph Compression in Deploying Recommender Algorithms on Quantum Simulators
errComputers 2025, Vol. 14, Page 310
IF4.2
err2025-08-20
err0
PREAI
errChenxi Liu; W. Bernard Lee; Anthony G. Constantinides
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errSave
Quantum Testing of Recommender Algorithms on GPU-Based Quantum Simulators
errCOMPUTERS
IF4.2
err2025-04-06
err0
errOAAI
errLiu, Chenxi; Lee, W. Bernard; Constantinides, Anthony G.
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Two analog neural models with the controllability on number of assets for sparse portfolio design
errNEUROCOMPUTING
IF6.5
err2023-11-01
err0
PREAI
errWang, Hao; Leung, Chi-Sing; Chan, Andy Hau-Ping; Constantinides, Anthony G.; Cao, Wenming
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A Globally Stable LPNN Model for Sparse Approximation
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2023-08-01
err5
PREAI
errWang, Hao; Feng, Ruibin; Leung, Chi-Sing; Sum, John; Constantinides, Anthony G.
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A class of doubly stochastic shift operators for random graph signals and their boundedness
errNEURAL NETWORKS
IF6.3
err2023-01-01
err4
errOAAI
errScalzo, Bruno; Stankovic, Ljubisa; Dakovic, Milos; Constantinides, Anthony G.; Mandic, Danilo P.
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Reflections After 50-Plus Years in the Classroom
errIEEE SIGNAL PROCESSING MAGAZINE
IF9.6
err2021-05-01
err1
errOAAI
errOppenheim, Alan V.; Constantinides, Anthony G.
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errSave
Innovation Starts With Education
errIEEE SIGNAL PROCESSING MAGAZINE
IF9.6
err2021-05-01
err1
errOAAI
errBugallo, Monica F.; Constantinides, Anthony G.; Mandic, Danilo P.; Oppenheim, Alan V.; Togneri, Roberto B.
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Robust ellipse fitting based on Lagrange programming neural network and locally competitive algorithm
errNEUROCOMPUTING
IF6.5
err2020-07-01
err10
PREAI
errShi, Zhanglei; Wang, Hao; Leung, Chi-Sing; So, Hing Cheung; Liang, Junli; Tsang, Kim-Fung; Constantinides, Anthony G.
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Data Analytics on Graphs Part II: Signals on Graphs
errFOUNDATIONS AND TRENDS IN MACHINE LEARNING
IF25.4
err2020-01-01
err17
PREAI
errStankovic, Ljubisa; Mandic, Danilo; Dakovic, Milos; Brajovic, Milos; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
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errSave
Data Analytics on Graphs Part III: Machine Learning on Graphs, from Graph Topology to Applications
errFOUNDATIONS AND TRENDS IN MACHINE LEARNING
IF25.4
err2020-01-01
err29
PREAI
errStankovic, Ljubisa; Mandic, Danilo; Dakovic, Milos; Brajovic, Milos; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
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errSave
Data Analytics on Graphs Part I: Graphs and Spectra on Graphs
errFOUNDATIONS AND TRENDS IN MACHINE LEARNING
IF25.4
err2020-01-01
err24
PREAI
errStankovic, Ljubisa; Mandic, Danilo; Dakovic, Milos; Brajovic, Milos; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
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errSave
The Battle of the Video Codecs in the Healthcare Domain - A Comparative Performance Evaluation Study Leveraging VVC and AV1
errIEEE ACCESS
IF3.6
err2020-01-01
err20
errOAAI
errPanayides, Andreas S.; Pattichis, Marios S.; Pantziaris, Marios; Constantinides, Anthony G.; Pattichis, Constantinos S.
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Understanding the Basis of Graph Signal Processing via an Intuitive Example-Driven Approach
errIEEE SIGNAL PROCESSING MAGAZINE
IF9.6
err2019-11-01
err46
PREAI
errStankovic, Ljubisa; Mandic, Danilo P.; Dakovic, Milos; Kisil, Ilia; Sejdic, Ervin; Constantinides, Anthony G.
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errSave
A Data Analytics Perspective of Power Grid Analysis-Part 2: Teaching Old Power Systems New Tricks
errIEEE SIGNAL PROCESSING MAGAZINE
IF9.6
err2019-05-01
err2
PREAI
errKanna, Sithan; Moniri, Ahmad; Xia, Yili; Constantinides, Anthony G.; Mandic, Danilo P.
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errSave
A Data Analytics Perspective of Power Grid Analysis-Part 1: The Clarke and Related Transforms
errIEEE SIGNAL PROCESSING MAGAZINE
IF9.6
err2019-03-01
err9
PREAI
errMandic, Danilo P.; Kanna, Sithan; Xia, Yili; Moniri, Ahmad; Junyent-Ferre, Adria; Constantinides, Anthony G.
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errSave
Augmented Lagrange Programming Neural Network for Localization Using Time-Difference-of-Arrival Measurements
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2018-08-01
err24
PREAI
errHan, Zifa; Leung, Chi Sing; So, Hing Cheung; Constantinides, Anthony George
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errSave
Real-Time Adaptation to Time-Varying Constraints for Medical Video Communications
errIEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS
IF6.8
err2018-07-01
err18
errOAAI
errAntoniou, Zinonas C.; Panayides, Andreas S.; Pantzaris, Marios; Constantinides, Anthony G.; Pattichis, Constantinos S.; Pattichis, Marios S.
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Research Directions

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Co-authors
Cooperation Journals
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Danilo P. Mandic
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Hing Cheung So
H-index: 65 · Papers: 643
A
A. Plastino
H-index: 64 · Papers: 765
K
Kin K. Leung
H-index: 55 · Papers: 434
A
Alan V. Oppenheim
H-index: 54 · Papers: 250
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