Publications 2024
Intelligent digital tools for screening of brain connectivity and dementia risk estimation in people affected by mild cognitive impairment: the AI-Mind clinical study protocol
Front Neurorobot, 17, 1289406
DOI 10.3389/fnbot.2023.1289406, PubMed 38250599
Unleashing the potential of fNIRS with machine learning: classification of fine anatomical movements to empower future brain-computer interface
Front Hum Neurosci, 18, 1354143
DOI 10.3389/fnhum.2024.1354143, PubMed 38435744
Introducing Region Based Pooling for handling a varied number of EEG channels for deep learning models
Front Neuroinform, 17, 1272791
DOI 10.3389/fninf.2023.1272791, PubMed 38351907
Publications 2023
Coverage Strategy for Small-Cell UAV-Based Networks in IoT Environment
Sensors (Basel), 23 (21)
DOI 10.3390/s23218771, PubMed 37960471
BIoMT-ISeg: Blockchain internet of medical things for intelligent segmentation
Front Physiol, 13, 1097204
DOI 10.3389/fphys.2022.1097204, PubMed 36714314
Single-leg stance on a challenging surface can enhance cortical activation in the right hemisphere - A case study
Heliyon, 9 (2), e13628
DOI 10.1016/j.heliyon.2023.e13628, PubMed 36846707
Quality of Monitoring Optimization in Underwater Sensor Networks through a Multiagent Diversity-Based Gradient Approach
Sensors (Basel), 23 (8)
DOI 10.3390/s23083877, PubMed 37112218
A Deep Diagnostic Framework Using Explainable Artificial Intelligence and Clustering
Diagnostics (Basel), 13 (22)
DOI 10.3390/diagnostics13223413, PubMed 37998548
Publications 2022
An edge-driven multi-agent optimization model for infectious disease detection
Appl Intell (Dordr), 52 (12), 14362-14373
DOI 10.1007/s10489-021-03145-0, PubMed 35280108
Predicting an unstable tear film through artificial intelligence
Sci Rep, 12 (1), 21416
DOI 10.1038/s41598-022-25821-y, PubMed 36496510
Tuning of Elasticsearch Configuration: Parameter Optimization Through Simultaneous Perturbation Stochastic Approximation
Front Big Data, 5, 686416
DOI 10.3389/fdata.2022.686416, PubMed 35647535
A novel multi-scale based deep convolutional neural network for detecting COVID-19 from X-rays
Appl Soft Comput, 125, 109109
DOI 10.1016/j.asoc.2022.109109, PubMed 35693544
EyeT4Empathy: Dataset of foraging for visual information, gaze typing and empathy assessment
Sci Data, 9 (1), 752
DOI 10.1038/s41597-022-01862-w, PubMed 36463232
Towards the Neuroevolution of Low-level artificial general intelligence
Front Robot AI, 9, 1007547
DOI 10.3389/frobt.2022.1007547, PubMed 36313249
Graphical representation learning-based approach for automatic classification of electroencephalogram signals in depression
Comput Biol Med, 145, 105420
DOI 10.1016/j.compbiomed.2022.105420, PubMed 35390744
Support A new decision making model based on Rank Centrality for GDM with fuzzy preference relations
Eur. J. Oper. Res., 297 (3), 1030-1041
DOI 10.1016/j.ejor.2021.05.030
Publications 2021
A parallel approach for detecting OpenFlow rule anomalies based on a general formalism
Concurr. Comput.-Pract. Exp., 33 (15), e5907
DOI 10.1002/cpe.5907
DoS and DDoS mitigation using Variational Autoencoders
Comput. Netw., 199, 108399
DOI 10.1016/j.comnet.2021.108399
AWkS: adaptive, weighted k-means-based superpixels for improved saliency detection
Pattern Anal. Appl., 24 (2), 625-639
DOI 10.1007/s10044-020-00925-1
Gated Contextual Features for Salient Object Detection
IEEE Trans. Instrum. Meas., 70, 5007613
DOI 10.1109/TIM.2021.3064423
A Machine-Learning-Based Tool for Passive OS Fingerprinting With TCP Variant as a Novel Feature
IEEE Internet Things J., 8 (5), 3534-3553
DOI 10.1109/JIOT.2020.3024293
Joint tracking of multiple quantiles through conditional quantiles
Inf. Sci., 563, 40-58
DOI 10.1016/j.ins.2021.02.014
A dynamic and scalable parallel Network Intrusion Detection System using intelligent rule ordering and Network Function Virtualization
Futur. Gener. Comp. Syst., 124, 254-267
DOI 10.1016/j.future.2021.05.037
A deep CNN model for anomaly detection and localization in wireless capsule endoscopy images
Comput Biol Med, 137, 104789
DOI 10.1016/j.compbiomed.2021.104789, PubMed 34455302
Analysis of Human Gait Using Hybrid EEG-fNIRS-Based BCI System: A Review
Front Hum Neurosci, 14, 613254
DOI 10.3389/fnhum.2020.613254, PubMed 33568979
Classification of Individual Finger Movements from Right Hand Using fNIRS Signals
Sensors (Basel), 21 (23)
DOI 10.3390/s21237943, PubMed 34883949
On Neural Associative Memory Structures: Storage and Retrieval of Sequences in a Chain of Tournaments
Neural Comput, 33 (9), 2550-2577
DOI 10.1162/neco_a_01417, PubMed 34412117
FER-net: facial expression recognition using deep neural net
Neural Comput. Appl., 33 (15), 9125-9136
DOI 10.1007/s00521-020-05676-y
Facial Expression Recognition Using Local Gravitational Force Descriptor-Based Deep Convolution Neural Networks
IEEE Trans. Instrum. Meas., 70, 5003512
DOI 10.1109/TIM.2020.3031835
Ontology-Based Fault Tree Analysis Algorithms in a Fuzzy Environment for Autonomous Ships
IEEE Access, 9, 40915-40932
DOI 10.1109/ACCESS.2021.3061929
Single image dehazing using a new color channel
J. Vis. Commun. Image Represent., 74, 103008
DOI 10.1016/j.jvcir.2020.103008
Single image dehazing using a new color channel
J. Vis. Commun. Image Represent., 74
DeprNet: A Deep Convolution Neural Network Framework for Detecting Depression Using EEG
IEEE Trans. Instrum. Meas., 70, 2505413
DOI 10.1109/TIM.2021.3053999
Clustering Uncertain Data Objects Using Jeffreys-Divergence and Maximum Bipartite Matching Based Similarity Measure
IEEE Access, 9, 79505-79519
DOI 10.1109/ACCESS.2021.3083969
Artificial intelligence in dry eye disease
Ocul Surf, 23, 74-86
DOI 10.1016/j.jtos.2021.11.004, PubMed 34843999
Game-Theoretic Learning for Sensor Reliability Evaluation Without Knowledge of the Ground Truth
IEEE T. Cybern., 51 (12), 5706-5716
DOI 10.1109/TCYB.2019.2958616
Achieving Fair Load Balancing by Invoking a Learning Automata-Based Two-Time-Scale Separation Paradigm
IEEE Trans. Neural Netw. Learn. Syst., 32 (8), 3444-3457
DOI 10.1109/TNNLS.2020.3010888
Solving Two-Person Zero-Sum Stochastic Games With Incomplete Information Using Learning Automata With Artificial Barriers
IEEE Trans. Neural Netw. Learn. Syst.
DOI 10.1109/TNNLS.2021.3099095
Publications 2020
Net Auto-Solver: A formal approach for automatic resolution of OpenFlow anomalies
C LOCAL COMPUT NETW, 357-360
DOI 10.1109/LCN48667.2020.9314851
Distributed learning automata-based scheme for classification using novel pursuit scheme
Appl. Intell., 50 (7), 2222-2238
DOI 10.1007/s10489-019-01627-w
Distributed Learning Automata-based S-learning scheme for classification
Pattern Anal. Appl., 23 (3), 1235-1250
DOI 10.1007/s10044-019-00848-6
Advanced Passive Operating System Fingerprinting Using Machine Learning and Deep Learning
IEEE IC COMP COM NET
Smooth estimates of multiple quantiles in dynamically varying data streams
Pattern Anal. Appl., 23 (2), 555-566
DOI 10.1007/s10044-019-00794-3
Tracking of multiple quantiles in dynamically varying data streams
Pattern Anal. Appl., 23 (1), 225-237
DOI 10.1007/s10044-019-00778-3
Autonomous Provisioning of Preemptive Instances in Google Cloud for Maximum Performance Per Dollar
PROCEEDINGS OF 2020 5TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND ARTIFICIAL INTELLIGENCE: TECHNOLOGIES AND APPLICATIONS (CLOUDTECH'20), 286-293
DOI 10.1109/CloudTech49835.2020.9365879
On automated cloud bursting and hybrid cloud setups using Apache Mesos
Concurr. Comput.-Pract. Exp., 32 (17), e5662
DOI 10.1002/cpe.5662
Detection of abnormality in wireless capsule endoscopy images using fractal features
Comput Biol Med, 127, 104094
DOI 10.1016/j.compbiomed.2020.104094, PubMed 33152668
Mitigating DDoS using weight-based geographical clustering
Concurr. Comput.-Pract. Exp., 32 (11), e5679
DOI 10.1002/cpe.5679
A methodology for building a data-enclosing tunnel for automated online-feedback in simulator Training
Comput. Chem. Eng., 132, 106621
DOI 10.1016/j.compchemeng.2019.106621
Equivalence Projective Simulation as a Framework for Modeling Formation of Stimulus Equivalence Classes
Neural Comput, 32 (5), 912-968
DOI 10.1162/neco_a_01274, PubMed 32186999
Enhanced Equivalence Projective Simulation: A Framework for Modeling Formation of Stimulus Equivalence Classes
Neural Comput, 33 (2), 483-527
DOI 10.1162/neco_a_01346, PubMed 33253033
A neuro-inspired general framework for the evolution of stochastic dynamical systems: Cellular automata, random Boolean networks and echo state networks towards criticality
Cogn Neurodyn, 14 (5), 657-674
DOI 10.1007/s11571-020-09600-x, PubMed 33014179
Energy Efficient Target Coverage in Wireless Sensor Networks Using Adaptive Learning
COMM COM INF SC, 1130, 133-147
DOI 10.1007/978-3-030-40131-3_9
A Reinforcement Learning based Game Theoretic Approach for Distributed Power Control in Downlink NOMA
IEEE INT SYM N C A
Edge Information Based Image Fusion Metrics Using Fractional Order Differentiation and Sigmoidal Functions
IEEE Access, 8, 88385-88398
DOI 10.1109/ACCESS.2020.2993607
Adaptive pursuit learning for energy-efficient target coverage in wireless sensor networks
Concurr. Comput.-Pract. Exp., e5975
DOI 10.1002/cpe.5975
Balanced difficulty task finder: an adaptive recommendation method for learning tasks based on the concept of state of flow
Cogn Neurodyn, 14 (5), 675-687
DOI 10.1007/s11571-020-09624-3, PubMed 33014180
A team of pursuit learning automata for solving deterministic optimization problems
Appl. Intell., 50 (9), 2916-2931
DOI 10.1007/s10489-020-01657-9
The Hierarchical Continuous Pursuit Learning Automation: A Novel Scheme for Environments With Large Numbers of Actions
IEEE Trans. Neural Netw. Learn. Syst., 31 (2), 512-526
DOI 10.1109/TNNLS.2019.2905162
Publications 2019
Checking the OpenFlow Rule Installation and Operational Verification
C LOCAL COMPUT NETW, 250-253
Classification of Delay-based TCP Algorithms From Passive Traffic Measurements
2019 IEEE 18TH INTERNATIONAL SYMPOSIUM ON NETWORK COMPUTING AND APPLICATIONS (NCA), 105-114
A new quantile tracking algorithm using a generalized exponentially weighted average of observations
Appl. Intell., 49 (4), 1406-1420
DOI 10.1007/s10489-018-1335-7
On solving the SPL problem using the concept of probability flux
Appl. Intell., 49 (7), 2699-2722
DOI 10.1007/s10489-018-01399-9
Learning Fuzzy SPARQL User Preferences
PROC INT C TOOLS ART, 1457-1462
DOI 10.1109/ICTAI.2019.00207
On utilizing weak estimators to achieve the online classification of data streams
Eng. Appl. Artif. Intell., 86, 11-31
DOI 10.1016/j.engappai.2019.08.015
Multiplicative Update Methods for Incremental Quantile Estimation
IEEE T. Cybern., 49 (3), 746-756
DOI 10.1109/TCYB.2017.2779140
Two-time scale learning automata: an efficient decision making mechanism for stochastic nonlinear resource allocation
Appl. Intell., 49 (9), 3392-3405
DOI 10.1007/s10489-019-01453-0
Emotion Recognition Using Time-frequency Analysis of EEG Signals and Machine Learning
2019 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2019), 404-409
Publications 2018
An Incremental Approach for Swift OpenFlow Anomaly Detection
C LOCAL COMPUT NETW, 502-510
A Pursuit Learning Solution to Underwater Communications with Limited Mobility Agents
PROCEEDINGS OF THE 2018 CONFERENCE ON RESEARCH IN ADAPTIVE AND CONVERGENT SYSTEMS (RACS 2018), 112-117
DOI 10.1145/3264746.3264798
Autonomous Configuration of Network Parameters in Operating Systems using Evolutionary Algorithms
PROCEEDINGS OF THE 2018 CONFERENCE ON RESEARCH IN ADAPTIVE AND CONVERGENT SYSTEMS (RACS 2018), 118-125
DOI 10.1145/3264746.3264799
A Machine Learning Approach to TCP State Monitoring from Passive Measurements
IFIP WIREL DAY, 164-171
General TCP State Inference Model From Passive Measurements Using Machine Learning Techniques
IEEE Access, 6, 28372-28387
DOI 10.1109/ACCESS.2018.2833107
Towards a Robust and Scalable TCP Flavors Prediction Model from Passive Traffic
2018 27TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND NETWORKS (ICCCN)
Recurrent Neural Network-based Prediction of TCP Transmission States from Passive Measurements
2018 IEEE 17TH INTERNATIONAL SYMPOSIUM ON NETWORK COMPUTING AND APPLICATIONS (NCA)
Parameter estimation in abruptly changing dynamic environments using stochastic learning weak estimator
Appl. Intell., 48 (11), 4096-4112
DOI 10.1007/s10489-018-1205-3
A Novel Incremental Quantile Estimator Using the Magnitude of the Observations
MED C CONTR AUTOMAT, 290-295
A Queue Model for Reliable Forecasting of Future CPU Consumption
Mobile Netw. Appl., 23 (4), 840-853
DOI 10.1007/s11036-017-0880-3
Achieving Connectivity Between Wide Areas Through Self-Organising Robot Swarms Using Embodied Evolution
2018 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI), 875-883
A Population-Based Incremental Learning Approach to Network Hardening
FRONT ARTIF INTEL AP, 303, 941-953
DOI 10.3233/978-1-61499-900-3-941
Data Center Traffic Scheduling with Hot-Cold Link Detection Capabilities
PROCEEDINGS OF THE 2018 CONFERENCE ON RESEARCH IN ADAPTIVE AND CONVERGENT SYSTEMS (RACS 2018), 268-275
DOI 10.1145/3264746.3264797
Higher-Fidelity Frugal and Accurate Quantile Estimation Using a Novel Incremental Discretized Paradigm
IEEE Access, 6, 24362-24374
DOI 10.1109/ACCESS.2018.2820501
Solving stochastic nonlinear resource allocation problems using continuous learning automata
Appl. Intell., 48 (11), 4392-4411
DOI 10.1007/s10489-018-1201-7
Quantile Estimation Based on the Principles of the Search on the Line
IFIP ADV INF COMM TE, 519, 481-492
DOI 10.1007/978-3-319-92007-8_41
An aggregation approach for solving the non-linear fractional equality Knapsack problem
Expert Syst. Appl., 110, 323-334
DOI 10.1016/j.eswa.2018.06.015
On the analysis of a random walk-jump chain with tree-based transitions and its applications to faulty dichotomous search
Seq. Anal., 37 (1), 31-46
DOI 10.1080/07474946.2018.1427971
Effective live migration of virtual machines using partitioning and affinity aware-scheduling
Comput. Electr. Eng., 69, 240-255
DOI 10.1016/j.compeleceng.2018.02.025
Publications 2017
PolyACO plus : a multi-level polygon-based ant colony optimisation classifier
Swarm Intell., 11 (3-4), 317-346
DOI 10.1007/s11721-017-0145-6
The Concept of Workload Delay as a Quality-of-Service Metric for Consolidated Cloud Environments with Deadline Requirements
2017 IEEE 16TH INTERNATIONAL SYMPOSIUM ON NETWORK COMPUTING AND APPLICATIONS (NCA), 113-117
Scheduling Domestic Shiftable Loads in Smart Grids: A Learning Automata-Based Scheme
L N INST COMP SCI SO, 203, 58-68
DOI 10.1007/978-3-319-61813-5_6
A Higher-Fidelity Frugal Quantile Estimator
LECT NOTES ARTIF INT, 10604, 76-86
DOI 10.1007/978-3-319-69179-4_6
Publications 2016
Distributed Learning Automata for Solving a Classification Task
IEEE C EVOL COMPUTAT, 3999-4006
Quantile Estimation in Dynamic and Stationary Environments Using the Theory of Stochastic Learning
Appl. Comput. Rev., 16 (1), 15-25
DOI 10.1145/2924715.2924717
"Anti-Bayesian" Flat and Hierarchical Clustering Using Symmetric Quantiloids
LECT NOTES ARTIF INT, 9799, 56-67
DOI 10.1007/978-3-319-42007-3_6
Publications 2015
Building Domain Specific Sentiment Lexicons Combining Information from Many Sentiment Lexicons and a Domain Specific Corpus
IFIP ADV INF COMM TE, 456, 205-216
DOI 10.1007/978-3-319-19578-0_17
On Enhancing the Label Propagation Algorithm for Sentiment Analysis Using Active Learning with an Artificial Oracle
LECT NOTES COMPUT SC, 9120, 799-810
DOI 10.1007/978-3-319-19369-4_71
Publications 2013
Crowd Models for Emergency Evacuation: A Review Targeting Human-Centered Sensing
P ANN HICSS, 156-165
DOI 10.1109/HICSS.2013.155
Learning-automaton-based online discovery and tracking of spatiotemporal event patterns
IEEE Trans Cybern, 43 (3), 1118-30
DOI 10.1109/TSMCB.2012.2224339, PubMed 23757443
Publications 2012
An Adaptive Approach to Learning the Preferences of Users in a Social Network Using Weak Estimators
J. Inf. Process. Syst., 8 (2), 191-212
DOI 10.3745/JIPS.2012.8.2.191
Service selection in stochastic environments: a learning-automaton based solution
Appl. Intell., 36 (3), 617-637
DOI 10.1007/s10489-011-0280-5
Publications 2011
On the Analysis of a Random Interleaving Walk-Jump Process with Applications to Testing
Seq. Anal., 30 (4), 457-478
DOI 10.1080/07474946.2011.619104
ON THE ANALYSIS OF A NEW MARKOV CHAIN WHICH HAS APPLICATIONS IN AI AND MACHINE LEARNING
CAN CON EL COMP EN, 1553-1558
A New Tool for the Modeling of AT and Machine Learning Applications: Random Walk-Jump Processes
LECT NOTES ARTIF INT, 6678, 11-21
Tracking the Preferences of Users Using Weak Estimators
LECT NOTES ARTIF INT, 7106, 799-+
A User-Centric Approach for Personalized Service Provisioning in Pervasive Environments
Wirel. Pers. Commun., 61 (3), 543-566
DOI 10.1007/s11277-011-0387-3
Publications 2010
Learning Automaton Based On-Line Discovery and Tracking of Spatio-temporal Event Patterns
LECT NOTES ARTIF INT, 6230, 327-+
A Learning Automata Based Solution to Service Selection in Stochastic Environments
LECT NOTES ARTIF INT, 6098, 209-+