{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,28]],"date-time":"2026-02-28T20:47:13Z","timestamp":1772311633308,"version":"3.50.1"},"reference-count":28,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2020,11,5]],"date-time":"2020-11-05T00:00:00Z","timestamp":1604534400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,11,5]],"date-time":"2020-11-05T00:00:00Z","timestamp":1604534400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int. J. Mach. Learn. &amp; Cyber."],"published-print":{"date-parts":[[2021,4]]},"DOI":"10.1007\/s13042-020-01224-1","type":"journal-article","created":{"date-parts":[[2020,11,5]],"date-time":"2020-11-05T06:02:38Z","timestamp":1604556158000},"page":"1115-1136","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Recurrence quantification analysis of EEG signals for tactile roughness discrimination"],"prefix":"10.1007","volume":"12","author":[{"given":"Golnaz","family":"Baghdadi","sequence":"first","affiliation":[]},{"given":"Mahmood","family":"Amiri","sequence":"additional","affiliation":[]},{"given":"Egidio","family":"Falotico","sequence":"additional","affiliation":[]},{"given":"Cecilia","family":"Laschi","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,11,5]]},"reference":[{"key":"1224_CR1","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1142\/S0129065711002808","volume":"21","author":"UR Acharya","year":"2011","unstructured":"Acharya UR, Sree SV, Chattopadhyay S, Yu W, Ang PCA (2011) Application of recurrence quantification analysis for the automated identification of epileptic EEG signals. J Int J Neural Syst 21:199\u2013211","journal-title":"J Int J Neural Syst"},{"key":"1224_CR2","first-page":"1","volume":"18","author":"S Balakrishnama","year":"1998","unstructured":"Balakrishnama S, Ganapathiraju A, Processing i (1998) Linear discriminant analysis-a brief tutorial. J Inst Signal 18:1\u20138","journal-title":"J Inst Signal"},{"key":"1224_CR3","doi-asserted-by":"crossref","unstructured":"Ballesteros S, Munoz F, Sebastian M, Garcia B, Reales JM (2009) ERP evidence of tactile texture processing: Effects of roughness and movement. In: EuroHaptics conference, 2009 and Symposium on haptic interfaces for virtual environment and teleoperator systems. World Haptics 2009. Third Joint, IEEE, pp 166\u2013171","DOI":"10.1109\/WHC.2009.4810901"},{"key":"1224_CR4","doi-asserted-by":"publisher","first-page":"4613","DOI":"10.1093\/cercor\/bhy337","volume":"29","author":"T Callier","year":"2019","unstructured":"Callier T, Suresh AK, Bensmaia SJ (2019) Neural coding of contact events in somatosensory cortex. J Cerebral Cortex 29:4613\u20134627","journal-title":"J Cerebral Cortex"},{"key":"1224_CR5","doi-asserted-by":"publisher","first-page":"2748","DOI":"10.3390\/s17122748","volume":"17","author":"S Ding","year":"2017","unstructured":"Ding S, Pan Y, Tong M, Zhao X (2017) Tactile perception of roughness and hardness to discriminate materials by friction-induced vibration. J Sensors 17:2748","journal-title":"J Sensors"},{"key":"1224_CR6","unstructured":"Duan K-B, Keerthi SS (2005) Which is the best multiclass SVM method? An empirical study. In: International workshop on multiple classifier systems. Springer, pp 278\u2013285"},{"key":"1224_CR7","doi-asserted-by":"publisher","first-page":"671","DOI":"10.1142\/S0129183105007492","volume":"16","author":"A Fabretti","year":"2005","unstructured":"Fabretti A, Ausloos M (2005) Recurrence plot and recurrence quantification analysis techniques for detecting a critical regime. Examples from financial market inidices. Int J Modern Phys C 16:671\u2013706","journal-title":"Int J Modern Phys C"},{"key":"1224_CR8","doi-asserted-by":"publisher","first-page":"1307","DOI":"10.1589\/jpts.28.1307","volume":"28","author":"S Fujimoto","year":"2016","unstructured":"Fujimoto S, Kon N (2016) Improvement of tactile roughness discrimination acuity correlates with perception of improved hand function in patients after hand surgery. J Phys Therapy Sci 28:1307\u20131311","journal-title":"J Phys Therapy Sci"},{"key":"1224_CR9","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1016\/j.brainres.2018.06.014","volume":"1699","author":"C Genna","year":"2018","unstructured":"Genna C, Oddo C, Fanciullacci C, Chisari C, Micera S, Artoni F (2018) Bilateral cortical representation of tactile roughness. Brain Res 1699:79\u201388","journal-title":"Brain Res"},{"key":"1224_CR10","doi-asserted-by":"publisher","first-page":"e0129777","DOI":"10.1371\/journal.pone.0129777","volume":"10","author":"J Kim","year":"2015","unstructured":"Kim J, Chung YG, Park J-Y, Chung S-C, Wallraven C, B\u00fclthoff HH, Kim S-P (2015) Decoding accuracy in supplementary motor cortex correlates with perceptual sensitivity to tactile roughness. PLoS ONE 10:e0129777","journal-title":"PLoS ONE"},{"key":"1224_CR11","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1016\/j.neuroimage.2004.11.026","volume":"25","author":"R Kitada","year":"2005","unstructured":"Kitada R et al (2005) Tactile estimation of the roughness of gratings yields a graded response in the human brain: an fMRI study. NeuroImage 25:90\u2013100","journal-title":"NeuroImage"},{"key":"1224_CR12","doi-asserted-by":"publisher","first-page":"787","DOI":"10.1016\/j.crvi.2003.09.011","volume":"326","author":"H Korn","year":"2003","unstructured":"Korn H, Faure P (2003) Is there chaos in the brain? II Experimental evidence and related models. J Comptes Rend Biol 326:787\u2013840","journal-title":"J Comptes Rend Biol"},{"key":"1224_CR13","doi-asserted-by":"publisher","first-page":"3268","DOI":"10.1073\/pnas.1818501116","volume":"116","author":"JD Lieber","year":"2019","unstructured":"Lieber JD, Bensmaia SJ (2019) High-dimensional representation of texture in somatosensory cortex of primates. J Proc Natl Acad Sci 116:3268\u20133277","journal-title":"J Proc Natl Acad Sci"},{"key":"1224_CR14","doi-asserted-by":"publisher","first-page":"026702","DOI":"10.1103\/PhysRevE.66.026702","volume":"66","author":"N Marwan","year":"2002","unstructured":"Marwan N, Wessel N, Meyerfeldt U, Schirdewan A, Kurths J (2002) Recurrence-plot-based measures of complexity and their application to heart-rate-variability data. Phys Rev E 66:026702","journal-title":"Phys Rev E"},{"key":"1224_CR15","doi-asserted-by":"publisher","first-page":"19","DOI":"10.15255\/CABEQ.2014.2043","volume":"30","author":"H-B Meng","year":"2016","unstructured":"Meng H-B, Song M-Y, Yu Y-F, Wu J-H (2016) Recurrence quantity analysis of the instantaneous pressure fluctuation signals in the novel tank with multi-horizontal submerged jets. Chem Biochem Eng Q 30:19\u201331","journal-title":"Chem Biochem Eng Q"},{"key":"1224_CR16","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.brainres.2014.03.013","volume":"1562","author":"F Mu\u00f1oz","year":"2014","unstructured":"Mu\u00f1oz F, Reales JM, Sebasti\u00e1n M\u00c1, Ballesteros S (2014) An electrophysiological study of haptic roughness: effects of levels of texture and stimulus uncertainty in the P300. Brain Res 1562:59\u201368","journal-title":"Brain Res"},{"key":"1224_CR17","doi-asserted-by":"crossref","unstructured":"Mu\u00f1oz F, Sebasti\u00e1n M, Reales JM, Ballesteros S (2010) Modulations in low-frequency EEG oscillations in the processing of tactile surfaces. In: International conference on human haptic sensing and touch enabled computer applications. Springer, pp 37\u201343","DOI":"10.1007\/978-3-642-14075-4_6"},{"key":"1224_CR18","doi-asserted-by":"publisher","first-page":"572","DOI":"10.1109\/JBHI.2013.2255132","volume":"17","author":"M Niknazar","year":"2013","unstructured":"Niknazar M, Mousavi S, Vahdat BV, Sayyah M (2013) A new framework based on recurrence quantification analysis for epileptic seizure detection. J IEEE J Biomed Health Informatics 17:572\u2013578","journal-title":"J IEEE J Biomed Health Informatics"},{"key":"1224_CR19","doi-asserted-by":"publisher","first-page":"e09148","DOI":"10.7554\/eLife.09148","volume":"5","author":"CM Oddo","year":"2016","unstructured":"Oddo CM et al (2016) Intraneural stimulation elicits discrimination of textural features by artificial fingertip in intact and amputee humans. J Elife 5:e09148","journal-title":"J Elife"},{"key":"1224_CR20","doi-asserted-by":"publisher","first-page":"1747","DOI":"10.1016\/j.clinph.2008.04.005","volume":"119","author":"G Ouyang","year":"2008","unstructured":"Ouyang G, Li X, Dang C, Richards DA (2008) Using recurrence plot for determinism analysis of EEG recordings in genetic absence epilepsy rats. Clin Neurophysiol 119:1747\u20131755","journal-title":"Clin Neurophysiol"},{"key":"1224_CR21","doi-asserted-by":"publisher","first-page":"389","DOI":"10.1007\/s004220050304","volume":"75","author":"M Palu\u0161","year":"1996","unstructured":"Palu\u0161 M (1996) Nonlinearity in normal human EEG: cycles, temporal asymmetry, nonstationarity and randomness, not chaos. Biol Cybern 75:389\u2013396","journal-title":"Biol Cybern"},{"key":"1224_CR22","doi-asserted-by":"publisher","first-page":"371","DOI":"10.1016\/0013-4694(91)90202-F","volume":"79","author":"JP Pijn","year":"1991","unstructured":"Pijn JP, Van Neerven J, Noest A, da Silva FHL (1991) Chaos or noise in EEG signals; dependence on state and brain site. J Electroencephalogr Clin Neurophysiol 79:371\u2013381","journal-title":"J Electroencephalogr Clin Neurophysiol"},{"key":"1224_CR23","doi-asserted-by":"publisher","first-page":"196","DOI":"10.1007\/s13534-016-0223-5","volume":"6","author":"H Shabani","year":"2016","unstructured":"Shabani H, Mikaili M, Noori SMR (2016) Assessment of recurrence quantification analysis (RQA) of EEG for development of a novel drowsiness detection system. J Biomed Eng Lett 6:196\u2013204","journal-title":"J Biomed Eng Lett"},{"key":"1224_CR24","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2020.2965890","author":"K Sun","year":"2020","unstructured":"Sun K, Liu L, Qiu J, Feng G (2020) Fuzzy adaptive finite-time fault-tolerant control for strict-feedback nonlinear systems. IEEE Trans Fuzzy Sys. https:\/\/doi.org\/10.1109\/TFUZZ.2020.2965890","journal-title":"IEEE Trans Fuzzy Sys"},{"key":"1224_CR25","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1016\/S0375-9601(96)00741-4","volume":"223","author":"L Trulla","year":"1996","unstructured":"Trulla L, Giuliani A, Zbilut J, Webber C Jr (1996) Recurrence quantification analysis of the logistic equation with transients. Phys Lett A 223:255\u2013260","journal-title":"Phys Lett A"},{"key":"1224_CR26","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1186\/1753-4631-4-2","volume":"4","author":"X Wang","year":"2010","unstructured":"Wang X, Meng J, Tan G, Zou L (2010) Research on the relation of EEG signal chaos characteristics with high-level intelligence activity of human brain. J Nonlinear Biomed Phys 4:2","journal-title":"J Nonlinear Biomed Phys"},{"key":"1224_CR27","first-page":"26","volume":"94","author":"CL Webber Jr","year":"2005","unstructured":"Webber CL Jr, Zbilut JP, Ticnmftbs J (2005) Recurrence quantification analysis of nonlinear dynamical systems. Tutor Contemporary Nonlinear Methods Behavioral Sci 94:26\u201394","journal-title":"Tutor Contemporary Nonlinear Methods Behavioral Sci"},{"key":"1224_CR28","doi-asserted-by":"publisher","first-page":"17603","DOI":"10.1523\/JNEUROSCI.3907-11.2011","volume":"31","author":"T Yoshioka","year":"2011","unstructured":"Yoshioka T, Craig JC, Beck GC, Hsiao SS (2011) Perceptual constancy of texture roughness in the tactile system. J Neurosci 31:17603\u201317611","journal-title":"J Neurosci"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-020-01224-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13042-020-01224-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-020-01224-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,17]],"date-time":"2021-03-17T02:11:26Z","timestamp":1615947086000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13042-020-01224-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,11,5]]},"references-count":28,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2021,4]]}},"alternative-id":["1224"],"URL":"https:\/\/doi.org\/10.1007\/s13042-020-01224-1","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"value":"1868-8071","type":"print"},{"value":"1868-808X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,11,5]]},"assertion":[{"value":"20 September 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 October 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 November 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that there is no conflict of interest (financial or non-financial) concerning the publication of this manuscript.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}