Manar Amayri

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 64

Top Topics

Predictive Model

Dirichlet Distribution

Top Venues

Publications

Ahmed Rebei, Manar Amayri, Nizar Bouguila
FSNet: A Hybrid Model for Seasonal Forecasting. IEEE Trans. Emerg. Top. Comput. Intell. 8 (2) (2024)
Skander Chouchene, Manar Amayri, Nizar Bouguila
Federated Learning Based Sparse Coding for Non-Intrusive Load Monitoring. ICHMS (2024)
Fares Alkhawaja, Manar Amayri, Nizar Bouguila
Simultaneous count data feature selection and clustering using Multinomial Nested Dirichlet Mixture. FLAIRS (2024)
Fares Alkhawaja, Manar Amayri, Nizar Bouguila
A hierarchical count data clustering based on Multinomial Nested Dirichlet Mixture using the Minorization-Maximization framework. FLAIRS (2024)
Maher Dissem, Manar Amayri, Nizar Bouguila
Neural Architecture Search for Anomaly Detection in Time-Series Data of Smart Buildings: A Reinforcement Learning Approach for Optimal Autoencoder Design. IEEE Internet Things J. 11 (10) (2024)
Jiaxun Guo, Manar Amayri, Wentao Fan, Nizar Bouguila
A scaled dirichlet-based predictive model for occupancy estimation in smart buildings. Appl. Intell. 54 (11-12) (2024)
Maher Dissem, Manar Amayri, Nizar Bouguila
Robust Interactive HMI for Occupancy Estimation in Smart Buildings (WIP). CCNC (2024)
Zhiwen Luo, Manar Amayri, Wentao Fan, Koffi Eddy Ihou, Nizar Bouguila
Parallel inference for cross-collection latent generalized Dirichlet allocation model and applications. Expert Syst. Appl. 238 (Part A) (2024)
Oussama Sghaier, Manar Amayri, Nizar Bouguila
Multivariate Beta Normality Scores Approach for Deep Anomaly Detection in Images Using Transformations. SMC (2023)
Hussein Al-Bazzaz, Muhammad Azam, Manar Amayri, Nizar Bouguila
Unsupervised Mixture Models on the Edge for Smart Energy Consumption Segmentation with Feature Saliency. Sensors 23 (19) (2023)
Hussein Al-Bazzaz, Muhammad Azam, Manar Amayri, Nizar Bouguila
Enhancing Human Action Recognition with Asymmetric Generalized Gaussian Mixture Model-Based Hidden Markov Models and Bounded Support. SMC (2023)
Hussein Al-Bazzaz, Kumar Prabhakaran Saravanakumar, Manar Amayri, Nizar Bouguila
Refining Nonparametric Mixture Models with Explainability for Smart Building Applications. SMC (2023)
Mohamed Bouzid, Manar Amayri, Nizar Bouguila
Addressing Load Forecasting Challenges in Industrial Environments Using Time Series Deep Models. CIIS (2023)
Viet Tra, Hussein Al-Bazzaz, Manar Amayri, Nizar Bouguila
Unsupervised Anomaly Detection using Deep Autoencoding Mixture of Probabilistic Principal Component Analyzers. ICIIT (2023)
Fatemeh Rezapoor Nikroo, Manar Amayri, Nizar Bouguila
HMMs Recursive Parameters Estimation for Semi-Bounded Data Modeling: Application to Occupancy Estimation in Smart Buildings. SMARTGREENS (2023)
Shadan Ghadimi, Hafsa Ennajari, Nizar Bouguila, Manar Amayri
Adaptive Priors for Burstiness Analysis in Topic Modeling with Generalized Dirichlet Distributions. HPCC/DSS/SmartCity/DependSys (2023)
Jiaxun Guo, Manar Amayri, Fatma Najar, Wentao Fan, Nizar Bouguila
Occupancy estimation in smart buildings using predictive modeling in imbalanced domains. J. Ambient Intell. Humaniz. Comput. 14 (8) (2023)
Kamal Maanicshah, Manar Amayri, Nizar Bouguila
Novel Topic Models for Content Based Recommender Systems. ICEIS (1) (2023)
Zhiwen Luo, Manar Amayri, Wentao Fan, Nizar Bouguila
A Selective Supervised Latent Beta-Liouville Allocation for Document Classification. IEA/AIE (1) (2023)
Mohammad Kaosain Akbar, Manar Amayri, Nizar Bouguila, Frédéric Wurtz, Benoit Delinchant
Assessing the Effectiveness of Supervised and Semi-supervised NILM Approaches in an Industrial Context. CIIS (2023)
Hussein Al-Bazzaz, Muhammad Azam, Manar Amayri, Nizar Bouguila
Explainable Robust Smart Meter Data Clustering for Improved Energy Management. SMC (2023)
Hamdi Barkous, Manar Amayri, Nizar Bouguila
A Comprehensive Analysis of a Hybrid Deep Learning Model for Midterm Electric Load Forecasting. HPCC/DSS/SmartCity/DependSys (2023)
Kamal Maanicshah, Narges Manouchehri, Manar Amayri, Nizar Bouguila
Novel Topic Models for Parallel Topics Extraction from Multilingual Text. ACIIDS (2) (2023)
Hussein Al-Bazzaz, Muhammad Azam, Manar Amayri, Nizar Bouguila
Enhanced Energy Characterization and Feature Selection Using Explainable Non-parametric AGGMM. ACIIDS (Companion) (2023)
Ali Algumaei, Muhammad Azam, Manar Amayri, Nizar Bouguila
ICA and IVA bounded multivariate generalized Gaussian mixture based hidden Markov models. Eng. Appl. Artif. Intell. 123 (Part B) (2023)
Jiaxun Guo, Manar Amayri, Wentao Fan, Nizar Bouguila
Liouville-Based Predictive Models for Occupancy Estimation Using Small Training Data. IEEE Internet Things J. 10 (21) (2023)
Oumayma Dalhoumi, Nizar Bouguila, Manar Amayri, Wentao Fan
Bayesian Matrix Factorization for Semibounded Data. IEEE Trans. Neural Networks Learn. Syst. 34 (6) (2023)
Zhiwen Luo, Manar Amayri, Wentao Fan, Nizar Bouguila
Cross-collection latent Beta-Liouville allocation model training with privacy protection and applications. Appl. Intell. 53 (14) (2023)
Mohammad Kaosain Akbar, Manar Amayri, Nizar Bouguila
Deep Learning Based Solution for Appliance Operational State Detection and Power Estimation in Non-intrusive Load Monitoring. IEA/AIE (2) (2023)
Ali Algumaei, Muhammad Azam, Manar Amayri, Nizar Bouguila
Adaptive Constrained ICAMGGMM: An Improvement Over ICA. SNAMS (2023)
Manar Amayri, Yogesh Pawar
Occupancy Estimation in Smart Buildings: Impact of Data Quality on Feature Selection. CIIS (2023)
Kamal Maanicshah, Manar Amayri, Nizar Bouguila
Interactive Generalized Dirichlet Mixture Allocation Model. S+SSPR (2022)
Jiaxun Guo, Manar Amayri, Wentao Fan, Nizar Bouguila
A Generalized Inverted Dirichlet Predictive Model for Activity Recognition Using Small Training Data. IEA/AIE (2022)
Wentao Fan, Manar Amayri, Nizar Bouguila
Stochastic Expectation Propagation Learning for Unsupervised Feature Selection. ICCCI (CCIS Volume) (2022)
Koffi Eddy Ihou, Manar Amayri, Nizar Bouguila
Stochastic Variational Optimization of a Hierarchical Dirichlet Process Latent Beta-Liouville Topic Model. ACM Trans. Knowl. Discov. Data 16 (5) (2022)
Kumar Prabhakaran, Jawher Dridi, Manar Amayri, Nizar Bouguila
Explainable K-Means Clustering for Occupancy Estimation. FNC/MobiSPC/SEIT (2022)
Jiaxun Guo, Manar Amayri, Wentao Fan, Nizar Bouguila
Beta-Liouville and Inverted Beta-Liouville Based Predictive Models for Occupancy Detection using Small Training Data. SSCI (2022)
Kamal Maanicshah, Manar Amayri, Nizar Bouguila
Improving Topic Quality with Interactive Beta-Liouville Mixture Allocation Model. SSCI (2022)
Omar Bouhamed, Manar Amayri, Nizar Bouguila
Weakly Supervised Occupancy Prediction Using Training Data Collected via Interactive Learning. Sensors 22 (9) (2022)
Mohammad Sadegh Ahmadzadeh, Narges Manouchehri, Hafsa Ennajari, Nizar Bouguila, Manar Amayri, Wentao Fan
Entropy-based Variational Learning of Finite Inverted Beta-Liouville Mixture Model. FLAIRS Conference (2021)
Behnam Farsi, Manar Amayri, Nizar Bouguila, Ursula Eicker
On Short-Term Load Forecasting Using Machine Learning Techniques and a Novel Parallel Deep LSTM-CNN Approach. IEEE Access 9 (2021)
Yogesh Pawar, Manar Amayri, Nizar Bouguila
Performance Evaluation of Adversarial Learning for Anomaly Detection using Mixture Models. ICIT (2021)
Narges Manouchehri, Oumayma Dalhoumi, Manar Amayri, Nizar Bouguila
Online Variational Learning of Shifted Scaled Dirichlet Mixture. ISIE (2021)
Omar Graja, Fatma Najar, Manar Amayri, Nizar Bouguila
Inverted Dirichlet State Space Model for Time Series Forecasting. ISIE (2021)
Kamal Maanicshah, Manar Amayri, Nizar Bouguila, Wentao Fan
Unsupervised Learning Using Variational Inference on Finite Inverted Dirichlet Mixture Models with Component Splitting. Wirel. Pers. Commun. 119 (2) (2021)
Ahmed Rebei, Oumayma Dalhoumi, Narges Manouchehri, Ali Baghdadi, Manar Amayri, Nizar Bouguila
Variational Learning of the Mixture of Shifted-Scaled Dirichlet Distributions via Entropy Splitting. ISNCC (2021)
Zixiang Xian, Muhammad Azam, Manar Amayri, Nizar Bouguila
Model Selection Criterion for Multivariate Bounded Asymmetric Gaussian Mixture Model. EUSIPCO (2021)
Jiaxun Guo, Manar Amayri, Nizar Bouguila, Wentao Fan
A Hybrid of Interactive Learning and Predictive Modeling for Occupancy Estimation in Smart Buildings. IEEE Trans. Consumer Electron. 67 (4) (2021)
Yogesh Pawar, Manar Amayri, Nizar Bouguila
Performance Evaluation of Geometric Area Analysis Technique for Anomaly Detection Using Trapezoidal Area Estimation. ISNCC (2020)
Rim Nasfi, Manar Amayri, Nizar Bouguila
A novel approach for modeling positive vectors with inverted Dirichlet-based hidden Markov models. Knowl. Based Syst. 192 (2020)
Narges Manouchehri, Oumayma Dalhoumi, Manar Amayri, Nizar Bouguila
Variational learning of a shifted scaled Dirichlet model with component splitting approach. AI4I (2020)
Manar Amayri, Stéphane Ploix, Fatma Najar, Nizar Bouguila, Frédéric Wurtz
A Statistical Process Control Chart Approach for Occupancy Estimation in Smart Buildings. SSCI (2019)
Hieu Nguyen, Maryam Rahmanpour, Narges Manouchehri, Kamal Maanicshah, Manar Amayri, Nizar Bouguila
A Statistical Approach for Unsupervised Occupancy Detection and Estimation in Smart Buildings. ISC2 (2019)
Narges Manouchehri, Jaspreet Singh Kalsi, Manar Amayri, Nizar Bouguila
Finite Two-Dimensional Beta Mixture Models: Model Selection and Applications. ISIE (2019)
Manar Amayri, Stéphane Ploix, Nizar Bouguila, Frédéric Wurtz
Estimating Occupancy Using Interactive Learning With a Sensor Environment: Real-Time Experiments. IEEE Access 7 (2019)
Manar Amayri, Stéphane Ploix, Hussain Kazmi, Quoc-Dung Ngo, El Abed El Safadi
Estimating Occupancy from Measurements and Knowledge Using the Bayesian Network for Energy Management. J. Sensors 2019 (2019)
Divya Ankam, Nizar Bouguila, Manar Amayri
Beta-Liouville Regression and Applications. CoDIT (2019)
Manar Amayri, Helene Haller, Stéphane Ploix, Frédéric Wurtz, Gilles Debizet
Indicators for Self-assessment of Human Practices in Homes. SMARTGREENS (2019)
Fahdah Alalyan, Nuha Zamzami, Manar Amayri, Nizar Bouguila
An Improved K-medoids Algorithm Based on Binary Sequences Similarity Measures. CoDIT (2019)
Nana Kofi Twum-Duah, Manar Amayri, Frédéric Wurtz, Stéphane Ploix
Indicators for Evaluation of Energetic Performance of Net Zero Energy Buildings. ISC2 (2019)
Nuha Zamzami, Manar Amayri, Nizar Bouguila, Stéphane Ploix
Online Clustering for Estimating Occupancy in an Office Setting. ISIE (2019)
Manar Amayri, Stéphane Ploix
Decision tree and Parametrized classifier for Estimating occupancy in energy management. CoDIT (2018)
Hussain Kazmi, Fahad Mehmood, Manar Amayri
Smart Home Futures: Algorithmic Challenges and Opportunities. ISPAN-FCST-ISCC (2017)
Manar Amayri, Quoc-Dung Ngo, El Abed El Safadi, Stéphane Ploix
Bayesian network and Hidden Markov Model for estimating occupancy from measurements and knowledge. IDAACS (2017)