Ahmadi K, Ahmadlou M, Rezazade M, Azad-Marzabadi E, Sajedi F (2013) Brain activity of women is more fractal than men. Neurosci Lett 535:7–11
Article PubMed CAS Google Scholar
Alharbi YF, Alotaibi YA (2021) The correlate of emotion and gender classification using EEG signals. 2021 IEEE 6th International Conference on Signal and Image Processing (ICSIP). IEEE, Geneva, pp 790–794
Al-Qazzaz NK, Sabir MK, Bin Mohd Ali SH, Ahmad SA, Grammer K (2021) Complexity and entropy analysis to improve gender identification from emotional-based EEGs. J Healthcare Eng 2021(1):8537000
Al-Qazzaz NK, Sabir MK, Al-Timemy AH, Grammer K (2022) An integrated entropy-spatial framework for automatic gender recognition enhancement of emotion-based EEGs. Med Biol Eng Comput. https://doi.org/10.1016/j.neulet.2012.12.043
Avramidis, K., Zlatintsi, A., Garoufis, C., & Maragos, P. (2021). Multiscale fractal analysis on EEG signals for music-induced emotion recognition. In: 2021 29th European Signal Processing Conference (EUSIPCO). IEEE, pp. 1316-1320
Cahill L (2006) Why sex matters for neuroscience. Nat Rev Neurosci 7(6):477–484
Article PubMed CAS Google Scholar
Cataldo A, Criscuolo S, De Benedetto E, Masciullo A, Pesola M, Picone J, Schiavoni R (2024) EEG complexity-based algorithm using multiscale fuzzy entropy: towards a detection of Alzheimer’s disease. Measurement 225:114040
Catarino A, Churches O, Baron-Cohen S, Andrade A, Ring H (2011) Atypical EEG complexity in autism spectrum conditions: a multiscale entropy analysis. Clin Neurophys 122(12):2375–2383
Das A, Das P, Roy AB (2002) Applicability of Lyapunov exponent in EEG data analysis. Complex Int 9(das01):1–8
Duan RN, Zhu JY, Lu BL (2013) Differential entropy feature for EEG-based emotion classification. 2013 6th international IEEE/EMBS conference on neural engineering (NER). IEEE, Geneva, pp 81–84
Feng T, Mi M, Li D, Wang B, Liu X (2024) Exploring neural mechanisms of gender differences in bodily emotion recognition: a time-frequency analysis and network analysis study. Front Neurosci 18:1499084
Article PubMed PubMed Central Google Scholar
Gong G, He Y, Evans AC (2011) Brain connectivity: gender makes a difference. Neurosci 17(5):575–591
Grabowska A (2017) Sex on the brain: are gender-dependent structural and functional differences associated with behavior? J Neurosci Res 95(1–2):200–212
Article PubMed CAS Google Scholar
Gu C, Chou T, Widge AS, Dougherty DD (2024) EEG complexity in emotion conflict task in individuals with psychiatric disorders. Behav Brain Res 467:114997
Gur RC, Gunning-Dixon F, Bilker WB, Gur RE (2002) Sex differences in temporo-limbic and frontal brain volumes of healthy adults. Cereb Cortex 12(9):998–1003
Hosseini SA, Naghibi-Sistani MB (2011) Emotion recognition method using entropy analysis of EEG signals. Int J Image Graph Signal Process 3(5):30
Im K, Lee JM, Lee J, Shin YW, Kim IY, Kwon JS, Kim SI (2006) Gender difference analysis of cortical thickness in healthy young adults with surface-based methods. Neuroimage 31(1):31–38
Kaushik P, Gupta A, Roy PP, Dogra DP (2018) EEG-based age and gender prediction using deep BLSTM-LSTM network model. IEEE Sens J 19(7):2634–2641
Kober SE, Neuper C (2011) Sex differences in human EEG theta oscillations during spatial navigation in virtual reality. Int J Psychophysiol 79(3):347–355
Kundakovic M, Tickerhoof M (2024) Epigenetic mechanisms underlying sex differences in the brain and behavior. Trends Neurosci. https://doi.org/10.1016/j.tins.2023.09.007
Latta F, Leproult R, Tasali E, Hofmann E, Van Cauter E (2005) Sex differences in delta and alpha EEG activities in healthy older adults. Sleep 28(12):1525–1534
Lau ZJ, Pham T, Chen SA, Makowski D (2022) Brain entropy, fractal dimensions and predictability: a review of complexity measures for EEG in healthy and neuropsychiatric populations. Eur J Neurosci 56(7):5047–5069
Article PubMed PubMed Central CAS Google Scholar
Lau ZJ, Pham T, Chen SA, Makowski D (2022) Brain entropy, fractal dimensions and predictability: a review of complexity measures for EEG in healthy and neuropsychiatric populations. Eur J Neurosci 56(7):5047–5069
Article PubMed PubMed Central CAS Google Scholar
Ma Y, Shi W, Peng CK, Yang AC (2018) Nonlinear dynamical analysis of sleep electroencephalography using fractal and entropy approaches. Sleep Med Rev 37:85–93
Ma MKH, Fong MCM, Xie C, Lee T, Chen G, Wang WS (2021) Regularity and randomness in ageing: differences in resting-state EEG complexity measured by largest Lyapunov exponent. Neuroimage Rep 1(4):100054
Mor B, Garhwal S, Kumar A (2021) A systematic review of hidden Markov models and their applications. Arch Comput Methods Eng 28:1429–1448
Nguyen P, Tran D, Huang X, Ma W (2013) Age and gender classification using EEG paralinguistic features. 2013 6th International IEEE/EMBS Conference on Neural Engineering (NER). IEEE, Geneva, pp 1295–1298
Niu Y, Chen X, Chen Y, Yao Z, Chen X, Liu Z, Fan H (2024) A gender recognition method based on EEG microstates. Comput Biol Med 173:108366
Obermaier B, Guger C, Neuper C, Pfurtscheller G (2001) Hidden Markov models for online classification of single trial EEG data. Patt Recog Lett 22(12):1299–1309
Olcay BO, Karaçalı B (2023) Time-resolved EEG signal analysis for motor imagery activity recognition. Biomed Signal Process Control 86:105179
Patel P, Annavarapu RN (2021) EEG-based human emotion recognition using entropy as a feature extraction measure. Brain inform 8(1):20
Article PubMed PubMed Central Google Scholar
Pradeep HBAC, Meegama RGN (2020) Age and gender related variations in human EEG signals. Int J Digital Signals Smart Syst 4(1–3):87–99
Pravitha R, Srennivasan R, Nampoori VPN (2005) Complexity analysis of dense array EEG signal reveals sex difference. Int J Neurosci 115(4):445–460
Article PubMed CAS Google Scholar
Ramírez-Ponce E, Ramos-Quezada O, Macias-Naranjo E, Guerrero-Aranda A, Vélez-Pérez H, Romo-Vázquez R (2024) Comparison of Entropy Values in EEG of Patients with Juvenile Myoclonic Epilepsy and Healthy Individuals. Congreso Nacional de Ingeniería Biomédica. Springer Nature Switzerland, Cham, pp 399–407
Ratnu VS, Emami MR, Bredy TW (2017) Genetic and epigenetic factors underlying sex differences in the regulation of gene expression in the brain. J Neurosci Res 95(1–2):301–310
Article PubMed PubMed Central CAS Google Scholar
Ruigrok AN, Salimi-Khorshidi G, Lai MC, Baron-Cohen S, Lombardo MV, Tait RJ, Suckling J (2014) A meta-analysis of sex differences in human brain structure. Neurosci Biobehav Rev 39:34–50
Article PubMed PubMed Central Google Scholar
Salinas J, Mills ED, Conrad AL, Koscik T, Andreasen NC, Nopoulos P (2012) Sex differences in parietal lobe structure and development. Gender Med 9(1):44–55
Sowell ER, Peterson BS, Kan E, Woods RP, Yoshii J, Bansal R, Toga AW (2007) Sex differences in cortical thickness mapped in 176 healthy individuals between 7 and 87 years of age. Cereb Cortex 17(7):1550–1560
Szeszko PR, Vogel J, Ashtari M, Malhotra AK, Bates J, Kane JM, Lim K (2003) Sex differences in frontal lobe white matter microstructure: a DTI study. Neuroreport. 14(18):2469–2473
Tuncer T, Dogan S, Subasi A (2021) A new fractal pattern feature generation function based emotion recognition method using EEG. Chaos Solitons Fractals 144:110671
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