Danilo P. Mandic

ORCID

Publication Activity (10 Years)

Years Active: 1999-2024
Publications (10 Years): 273

Top Venues

CoRR

ICASSP

Signal Process.

IEEE Trans. Neural Networks Learn. Syst.

Publications

Qiankun Diao, Dongpo Xu, Shuning Sun, Danilo P. Mandic
Price's Theorem for Quaternion Variables. IEEE Signal Process. Lett. 31 (2024)
Harry J. Davies, Ghena Hammour, Marek Zylinski, Amir Nassibi, Ljubisa Stankovic, Danilo P. Mandic
The Deep-Match Framework: R-Peak Detection in Ear-ECG. IEEE Trans. Biomed. Eng. 71 (7) (2024)
Qingchen Wang, Zhe Li, Zdenka Babic, Wei Deng, Ljubisa Stankovic, Danilo P. Mandic
Widely Linear Matched Filter: A Lynchpin towards the Interpretability of Complex-valued CNNs. CoRR (2024)
Harry J. Davies, James Monsen, Danilo P. Mandic
Interpretable Pre-Trained Transformers for Heart Time-Series Data. CoRR (2024)
Marek Zylinski, Amir Nassibi, Ildar Rakhmatulin, Adil Malik, Christos Michael Papavassiliou, Danilo P. Mandic
Deployment of Artificial Intelligence Models on Edge Devices: A Tutorial Brief. IEEE Trans. Circuits Syst. II Express Briefs 71 (3) (2024)
Pauline Bourigault, Dongpo Xu, Danilo P. Mandic
Quaternion recurrent neural network with real-time recurrent learning and maximum correntropy criterion. CoRR (2024)
Harry J. Davies, Yuyang Miao, Amir Nassibi, Morteza Khaleghimeybodi, Danilo P. Mandic
Segmented Error Minimisation (Semi) for Robust Training of Deep Learning Models with Non-Linear Shifts in Reference Data. ICASSP (2024)
Mike Thornton, Jonas Auernheimer, Constantin Jehn, Danilo P. Mandic, Tobias Reichenbach
Detecting gamma-band responses to the speech envelope for the ICASSP 2024 Auditory EEG Decoding Signal Processing Grand Challenge. CoRR (2024)
Shengxi Li, Xuelong Li, Leonardo Chiariglione, Jiebo Luo, Wenwu Wang, Zhengyuan Yang, Danilo P. Mandic, Hamido Fujita
Introduction to the Special Issue on AI-Generated Content for Multimedia. IEEE Trans. Circuits Syst. Video Technol. 34 (8) (2024)
Danilo Comminiello, Eleonora Grassucci, Danilo P. Mandic, Aurelio Uncini
Demystifying the Hypercomplex: Inductive Biases in Hypercomplex Deep Learning. CoRR (2024)
Thanos Konstantinidis, Giorgos Iacovides, Mingxue Xu, Tony G. Constantinides, Danilo P. Mandic
FinLlama: Financial Sentiment Classification for Algorithmic Trading Applications. CoRR (2024)
Libor Pastika, Arunashis Sau, Konstantinos Patlatzoglou, Ewa Sieliwonczyk, Antônio H. Ribeiro, Kathryn A. McGurk, Sadia Khan, Danilo P. Mandic, William R. Scott, James S. Ware, Nicholas S. Peters, Antônio Luiz P. Ribeiro, Daniel B. Kramer, Jonathan W. Waks, Fu Siong Ng
Artificial intelligence-enhanced electrocardiography derived body mass index as a predictor of future cardiometabolic disease. npj Digit. Medicine 7 (1) (2024)
Ildar Rakhmatulin, Minh-Son Dao, Amir Nassibi, Danilo P. Mandic
Exploring Convolutional Neural Network Architectures for EEG Feature Extraction. Sensors 24 (3) (2024)
Bruno Scalzo, Ljubisa Stankovic, Milos Dakovic, Anthony G. Constantinides, Danilo P. Mandic
A class of doubly stochastic shift operators for random graph signals and their boundedness. Neural Networks 158 (2023)
Thanos Konstantinidis, Arnau Bonet Farres, Yao Lei Xu, Tony Constantinides, Danilo P. Mandic
Financial News Classification Model for NLP-based Bond Portfolio Construction. DSP (2023)
Shuning Sun, Qiankun Diao, Dongpo Xu, Pauline Bourigault, Danilo P. Mandic
Convex Quaternion Optimization for Signal Processing: Theory and Applications. CoRR (2023)
Aaman Rebello, Kriton Konstantinidis, Yao Lei Xu, Danilo P. Mandic
Tensor Completion for Efficient and Accurate Hyperparameter Optimisation in Large-Scale Statistical Learning. ICASSP (2023)
Ljubisa Stankovic, Danilo P. Mandic
Understanding the Basis of Graph Convolutional Neural Networks via an Intuitive Matched Filtering Approach [Lecture Notes]. IEEE Signal Process. Mag. 40 (2) (2023)
Ghena Hammour, Danilo P. Mandic
An In-Ear PPG-Based Blood Glucose Monitor: A Proof-of-Concept Study. Sensors 23 (6) (2023)
Zhu Qing, Jingen Ni, Zhe Li, Engin Cemal Mengüç, Jie Chen, Danilo P. Mandic
Performance analysis of the augmented complex-valued least mean kurtosis algorithm. Signal Process. 203 (2023)
Yao Lei Xu, Kriton Konstantinidis, Danilo P. Mandic
Graph Tensor Networks: An Intuitive Framework for Designing Large-Scale Neural Learning Systems on Multiple Domains. CoRR (2023)
Ghena Hammour, Giuseppe Atzori, Ciro della Monica, Kiran K. G. Ravindran, Victoria Revell, Derk-Jan Dijk, Danilo P. Mandic
Hearables: Automatic Sleep Scoring from Single-Channel Ear-EEG in Older Adults. EMBC (2023)
Mingxue Xu, Yao Lei Xu, Danilo P. Mandic
TensorGPT: Efficient Compression of the Embedding Layer in LLMs based on the Tensor-Train Decomposition. CoRR (2023)
Harry J. Davies, Ian Williams, Ghena Hammour, Metin Yarici, Michael J. Stacey, Barry M. Seemungal, Danilo P. Mandic
In-Ear SpO₂ for Classification of Cognitive Workload. IEEE Trans. Cogn. Dev. Syst. 15 (2) (2023)
Alexander Jenkins, Zehua Chen, Fu Siong Ng, Danilo P. Mandic
Improving Diffusion Models for ECG Imputation with an Augmented Template Prior. CoRR (2023)
Yiming Jiang, Jinlan Liu, Dongpo Xu, Danilo P. Mandic
UAdam: Unified Adam-Type Algorithmic Framework for Non-Convex Stochastic Optimization. CoRR (2023)
Thanos Konstantinidis, Maya Golan, Yao Lei Xu, Tony Constantinides, Danilo P. Mandic
Text Mining for Sentiment Analysis in Bond Portfolio Construction. DSP (2023)
Arie N. Arya, Yao Lei Xu, Ljubisa Stankovic, Danilo P. Mandic
Hierarchical Graph Learning for Stock Market Prediction Via a Domain-Aware Graph Pooling Operator. ICASSP (2023)
Yao Lei Xu, Kriton Konstantinidis, Danilo P. Mandic
Graph-Regularized Tensor Regression: A Domain-Aware Framework for Interpretable Modeling of Multiway Data on Graphs. Neural Comput. 35 (8) (2023)
Marek Zylinski, Amir Nassibi, Danilo P. Mandic
Design and Implementation of an Atrial Fibrillation Detection Algorithm on the ARM Cortex-M4 Microcontroller. Sensors 23 (17) (2023)
Sayed Pouria Talebi, Danilo P. Mandic
On the dynamics of multi agent nonlinear filtering and learning. CoRR (2023)
Haozhe Tian, Edoardo Occhipinti, Amir Nassibi, Danilo P. Mandic
Hearables: Heart Rate Variability from Ear Electrocardiogram and Ear Photoplethysmogram (Ear-ECG and Ear-PPG). EMBC (2023)
Mike Thornton, Danilo P. Mandic, Tobias Reichenbach
Decoding Envelope and Frequency-Following EEG Responses to Continuous Speech Using Deep Neural Networks. CoRR (2023)
Ljubisa Stankovic, Danilo P. Mandic
Convolutional Neural Networks Demystified: A Matched Filtering Perspective-Based Tutorial. IEEE Trans. Syst. Man Cybern. Syst. 53 (6) (2023)
Thanos Konstantinidis, Yao Lei Xu, Tony Constantinides, Danilo P. Mandic
A comparative study on ML-based approaches for Main Entity Detection in Financial Reports. DSP (2023)
Mike Thornton, Danilo P. Mandic, Tobias Reichenbach
Relating EEG Recordings to Speech Using Envelope Tracking and The Speech-FFR. ICASSP (2023)
Haohe Liu, Zehua Chen, Yi Yuan, Xinhao Mei, Xubo Liu, Danilo P. Mandic, Wenwu Wang, Mark D. Plumbley
AudioLDM: Text-to-Audio Generation with Latent Diffusion Models. ICML (2023)
Matteo Bermond, Harry J. Davies, Edoardo Occhipinti, Amir Nassibi, Danilo P. Mandic
Reducing racial bias in SpO2 estimation: The effects of skin pigmentation. EMBC (2023)
Marek Zylinski, Edoardo Occhipinti, Danilo P. Mandic
Generalization Error of a Regression Model for Non-Invasive Blood Pressure Monitoring using a Single Photoplethysmography (PPG) Signal. EMBC (2023)
Sayed Pouria Talebi, Simon J. Godsill, Danilo P. Mandic
Filtering Structures for α-Stable Systems. IEEE Control. Syst. Lett. 7 (2023)
Shuning Sun, Qiankun Diao, Dongpo Xu, Pauline Bourigault, Danilo P. Mandic
Convex Quaternion Optimization for Signal Processing: Theory and Applications. IEEE Trans. Signal Process. 71 (2023)
Shengxi Li, Zeyang Yu, Min Xiang, Danilo P. Mandic
Reciprocal GAN Through Characteristic Functions (RCF-GAN). IEEE Trans. Pattern Anal. Mach. Intell. 45 (2) (2023)
Jinlan Liu, Dongpo Xu, Yinghua Lu, Jun Kong, Danilo P. Mandic
Last-iterate convergence analysis of stochastic momentum methods for neural networks. Neurocomputing 527 (2023)
Shengxi Li, Danilo P. Mandic
Von Mises-Fisher Elliptical Distribution. IEEE Trans. Neural Networks Learn. Syst. 34 (12) (2023)
Harry J. Davies, Danilo P. Mandic
Rapid extraction of respiratory waveforms from photoplethysmography: A deep corr-encoder approach. Biomed. Signal Process. Control. 85 (2023)
Engin Cemal Mengüç, Nurettin Acir, Danilo P. Mandic
A Class of Online Censoring Based Quaternion-Valued Least Mean Square Algorithms. IEEE Signal Process. Lett. 30 (2023)
Yuyang Miao, Harry J. Davies, Danilo P. Mandic
Amplitude-Independent Machine Learning for PPG through Visibility Graphs and Transfer Learning. CoRR (2023)
Alexander Jenkins, Imad Jaimoukha, Ljubisa Stankovic, Danilo P. Mandic
Fair and skill-diverse student group formation via constrained k-way graph partitioning. CoRR (2023)
Danilo P. Mandic, Sayed Pouria Talebi, Clive Cheong Took, Yili Xia, Dongpo Xu, Min Xiang, Pauline Bourigault
The HR-Calculus: Enabling Information Processing with Quaternion Algebra. CoRR (2023)
Hongjian Xiao, Ling Li, Danilo P. Mandic
ClassA Entropy for the Analysis of Structural Complexity of Physiological Signals. ICASSP (2023)
Shamahil Ibunu, Karl Moore, Clive Cheong Took, Danilo P. Mandic
Weight sharing for single-channel LMS. SSP (2023)
Harry J. Davies, Marek Zylinski, Matteo Bermond, Zhuang Liu, Morteza Khaleghimeybodi, Danilo P. Mandic
Feasibility of Transfer Learning from Finger PPG to In-Ear PPG. EMBC (2023)
Haohe Liu, Zehua Chen, Yi Yuan, Xinhao Mei, Xubo Liu, Danilo P. Mandic, Wenwu Wang, Mark D. Plumbley
AudioLDM: Text-to-Audio Generation with Latent Diffusion Models. CoRR (2023)
Xing Zhang, Yili Xia, Chunguo Li, Luxi Yang, Danilo P. Mandic
A full second-order statistical analysis of strictly linear and widely linear estimators with MSE and Gaussian entropy criteria. Signal Process. 192 (2022)
Zehua Chen, Xu Tan, Ke Wang, Shifeng Pan, Danilo P. Mandic, Lei He, Sheng Zhao
Infergrad: Improving Diffusion Models for Vocoder by Considering Inference in Training. ICASSP (2022)
Alexandros Haliassos, Kriton Konstantinidis, Danilo P. Mandic
Supervised Learning for Nonsequential Data: A Canonical Polyadic Decomposition Approach. IEEE Trans. Neural Networks Learn. Syst. 33 (10) (2022)
Alvaro Arroyo, Bruno Scalzo, Ljubisa Stankovic, Danilo P. Mandic
Dynamic Portfolio Cuts: A Spectral Approach to Graph-Theoretic Diversification. ICASSP (2022)
Harry J. Davies, Ian Williams, Danilo P. Mandic
Tracking Cognitive Workload in Gaming with In-Ear $\text{SpO}_{2}$. EMBC (2022)
Sayed Pouria Talebi, Stefan Werner, Danilo P. Mandic
Fractional-Order Learning Systems. IJCNN (2022)
Shengxi Li, Xinyi Zhao, Ljubisa Stankovic, Danilo P. Mandic
Demystifying CNNs for Images by Matched Filters. CoRR (2022)
Jacobo Roa-Vicens, Yao Lei Xu, Ricardo Silva, Danilo P. Mandic
Graph and tensor-train recurrent neural networks for high-dimensional models of limit order books. ICAIF (2022)
Dongpo Xu, Jinlan Liu, Yinghua Lu, Jun Kong, Danilo P. Mandic
Last-iterate convergence analysis of stochastic momentum methods for neural networks. CoRR (2022)
Yuyang Miao, Yao Xu, Danilo P. Mandic
Hyper-GST: Predict Metro Passenger Flow Incorporating GraphSAGE, Hypergraph, Social-meaningful Edge Weights and Temporal Exploitation. CoRR (2022)
Hongjian Xiao, Theerasak Chanwimalueang, Danilo P. Mandic
Multivariate Multiscale Cosine Similarity Entropy. ICASSP (2022)
Harry J. Davies, Danilo P. Mandic
Rapid Extraction of Respiratory Waveforms from Photoplethysmography: A Deep Encoder Approach. CoRR (2022)
Chuang Liu, Xueqi Ma, Yibing Zhan, Liang Ding, Dapeng Tao, Bo Du, Wenbin Hu, Danilo P. Mandic
Comprehensive Graph Gradual Pruning for Sparse Training in Graph Neural Networks. CoRR (2022)
Hongjian Xiao, Theerasak Chanwimalueang, Danilo P. Mandic
Multivariate Multiscale Cosine Similarity Entropy and Its Application to Examine Circularity Properties in Division Algebras. Entropy 24 (9) (2022)
Harry J. Davies, Patrik Bachtiger, Ian Williams, Philip L. Molyneaux, Nicholas S. Peters, Danilo P. Mandic
Wearable In-Ear PPG: Detailed Respiratory Variations Enable Classification of COPD. IEEE Trans. Biomed. Eng. 69 (7) (2022)
Zehua Chen, Xu Tan, Ke Wang, Shifeng Pan, Danilo P. Mandic, Lei He, Sheng Zhao
InferGrad: Improving Diffusion Models for Vocoder by Considering Inference in Training. CoRR (2022)
Ales Procházka, Jindrich Charvát, Oldrich Vysata, Danilo P. Mandic
Incremental deep learning for reflectivity data recognition in stomatology. Neural Comput. Appl. 34 (9) (2022)
Sayed Pouria Talebi, Stefan Werner, Yili Xia, Clive Cheong Took, Danilo P. Mandic
A Joint Particle Filter for Quaternion-Valued $\alpha$-Stable Signals via the Characteristic Function. SAM (2022)
Edoardo Occhipinti, Harry J. Davies, Ghena Hammour, Danilo P. Mandic
Hearables: Artefact removal in Ear-EEG for continuous 24/7 monitoring. IJCNN (2022)
Ilya Kisil, Giuseppe Giovanni Calvi, Kriton Konstantinidis, Yao Lei Xu, Danilo P. Mandic
Accelerating Tensor Contraction Products via Tensor-Train Decomposition [Tips & Tricks]. IEEE Signal Process. Mag. 39 (5) (2022)
Clive Cheong Took, Danilo P. Mandic
Weight sharing for LMS algorithms: Convolutional neural networks inspired multichannel adaptive filtering. Digit. Signal Process. 127 (2022)
Hongjian Xiao, Danilo P. Mandic
Variational Embedding Multiscale Sample Entropy: A Tool for Complexity Analysis of Multichannel Systems. Entropy 24 (1) (2022)
Katarzyna Powezka, Allan Pettipher, Apit Hemakom, Tricia Adjei, Pasha Normahani, Danilo P. Mandic, Usman Jaffer
A Pilot Study of Heart Rate Variability Synchrony as a Marker of Intraoperative Surgical Teamwork and Its Correlation to the Length of Procedure. Sensors 22 (22) (2022)
Rohan Tangri, Danilo P. Mandic, Anthony G. Constantinides
Pearl: Parallel Evolutionary and Reinforcement Learning Library. CoRR (2022)
Yao Lei Xu, Kriton Konstantinidis, Shengxi Li, Ljubisa Stankovic, Danilo P. Mandic
Low-Complexity Attention Modelling via Graph Tensor Networks. ICASSP (2022)
Kriton Konstantinidis, Yao Lei Xu, Qibin Zhao, Danilo P. Mandic
Variational Bayesian Tensor Networks with Structured Posteriors. ICASSP (2022)
Yao Lei Xu, Kriton Konstantinidis, Danilo P. Mandic
Graph-Regularized Tensor Regression: A Domain-Aware Framework for Interpretable Multi-Way Financial Modelling. CoRR (2022)
Engin Cemal Mengüç, Min Xiang, Danilo P. Mandic
Online censoring based complex-valued adaptive filters. Signal Process. 200 (2022)
Zehua Chen, Yihan Wu, Yichong Leng, Jiawei Chen, Haohe Liu, Xu Tan, Yang Cui, Ke Wang, Lei He, Sheng Zhao, Jiang Bian, Danilo P. Mandic
ResGrad: Residual Denoising Diffusion Probabilistic Models for Text to Speech. CoRR (2022)
Yichong Leng, Zehua Chen, Junliang Guo, Haohe Liu, Jiawei Chen, Xu Tan, Danilo P. Mandic, Lei He, Xiang-Yang Li, Tao Qin, Sheng Zhao, Tie-Yan Liu
BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis. CoRR (2022)
Danilo P. Mandic
Hearables: From in-ear Recording of Vital Signs and Neural Function to Doctorless Hospitals. MECO (2021)
Yao Lei Xu, Giuseppe Giovanni Calvi, Danilo P. Mandic
Tensor-Train Recurrent Neural Networks for Interpretable Multi-Way Financial Forecasting. IJCNN (2021)
Mahmoud Mahfouz, Tucker Balch, Manuela Veloso, Danilo P. Mandic
Learning to classify and imitate trading agents in continuous double auction markets. ICAIF (2021)
Alejandro Cuevas, Sebastián López, Danilo P. Mandic, Felipe A. Tobar
Bayesian autoregressive spectral estimation. LA-CCI (2021)
Ilya Kisil, Giuseppe Giovanni Calvi, Bruno Scalzo Dees, Danilo P. Mandic
HOTTBOX: Higher Order Tensor ToolBOX. CoRR (2021)
Zhe Li, Wei Deng, Zhanyu Zhu, Danilo P. Mandic
A layer-wise distribution analysis of the WLMMSE-SIC MIMO receiver for rectilinear or quasi-rectilinear signals. Signal Process. 189 (2021)
Dongpo Xu, Shengdong Zhang, Huisheng Zhang, Danilo P. Mandic
Convergence of the RMSProp deep learning method with penalty for nonconvex optimization. Neural Networks 139 (2021)
Ljubisa Stankovic, Milos Brajovic, Danilo P. Mandic, Isidora Stankovic, Milos Dakovic
Improved Coherence Index-Based Bound in Compressive Sensing. IEEE Signal Process. Lett. 28 (2021)
Yao Lei Xu, Giuseppe Giovanni Calvi, Danilo P. Mandic
Tensor-Train Recurrent Neural Networks for Interpretable Multi-Way Financial Forecasting. CoRR (2021)
Bruno Scalzo, Alvaro Arroyo, Ljubisa Stankovic, Danilo P. Mandic
Nonstationary Portfolios: Diversification in the Spectral Domain. ICASSP (2021)
Yao Lei Xu, Kriton Konstantinidis, Danilo P. Mandic
Tensor Networks for Multi-Modal Non-Euclidean Data. CoRR (2021)
Ghena Hammour, Danilo P. Mandic
Hearables: Making Sense from Motion Artefacts in Ear-EEG for Real-Life Human Activity Classification. EMBC (2021)
Yassin Khalifa, Danilo P. Mandic, Ervin Sejdic
A review of Hidden Markov models and Recurrent Neural Networks for event detection and localization in biomedical signals. Inf. Fusion 69 (2021)
Ilya Kisil, Giuseppe Giovanni Calvi, Kriton Konstantinidis, Yao Lei Xu, Danilo P. Mandic
Reducing Computational Complexity of Tensor Contractions via Tensor-Train Networks. CoRR (2021)
Engin Cemal Mengüç, Salim Çinar, Min Xiang, Danilo P. Mandic
Online Censoring Based Weighted-Frequency Fourier Linear Combiner for Estimation of Pathological Hand Tremors. IEEE Signal Process. Lett. 28 (2021)
Shengxi Li, Danilo P. Mandic
Von Mises-Fisher Elliptical Distribution. CoRR (2021)
Mahmoud Mahfouz, Tucker Balch, Manuela Veloso, Danilo P. Mandic
Learning to Classify and Imitate Trading Agents in Continuous Double Auction Markets. CoRR (2021)

Danilo P. Mandic.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Danilo P. Mandic