{"doi":"10.1109/codit62066.2024.10708596","title":"Alzheimer's disease and Frontotemporal Dementia Prediction Using Variational Mode Decomposition and Machine Learning","abstract":"Alzheimer's disease (AD) and frontotemporal dementia (FTD) are both progressive neurodegenerative diseases that severely affect the quality of life for patients. Studies involving the use of electroencephalogram (EEG) to diagnose such conditions have recently gained popularity due to the ease of collection of EEG and the application of computer algorithms for its analysis. In this paper, we propose to use a time-frequency analysis method, namely Variational Mode Decomposition (VMD), and 2D Convolutional Neural Network (CNN) to classify 13-minute-long EEG recordings as belonging to control subjects or patients with AD or FTD. We achieve an accuracy of 93.7% for 3-class classification and accuracies of 94.5% and 96.1% for binary classification of FTD vs control subjects and AD vs control subjects, respectively.","journal":null,"year":2024,"id":504881,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":0,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9599,"is_data_producer":false,"deposit_databanks":null,"is_oa":false,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2024-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1165265,"name":"Kseniia Kriukova","orcid":"0000-0001-6714-9780","position":1,"is_corresponding":false},{"id":1112211,"name":"Alexis Bennett","orcid":null,"position":2,"is_corresponding":false},{"id":810377,"name":"Celina Alba","orcid":"0009-0003-0215-9197","position":3,"is_corresponding":false},{"id":371382,"name":"Dominique Duncan","orcid":"0000-0002-6154-9262","position":4,"is_corresponding":false},{"id":1165707,"name":"Samayan Bhattacharya","orcid":null,"position":0,"is_corresponding":true}],"reference_count":17,"raw_metadata":null,"created_at":"2026-07-19T02:10:43.302033Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}