Sleep states detection using halfwave and Franklin transformation

Paul, Yash; Fridli, S.

doi:10.21203/rs.3.rs-27562/v1

Cited by 3 publications

(5 citation statements)

References 29 publications

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“…The results presented in Tables 4 5 we can conclude that our proposed method using only blood signal is performing comparatively good as compared to the best method [79] in terms of accuracy. On the other hand, combined signal approach using blood and EEG gives best results so far on…”

Section: Results and Comparison Testsmentioning

confidence: 76%

“…Fridli [20], [79] originally developed and successfully applied for epilepsy seizure and sleep states detection. Two standards for scoring namely R&K and AASM [1] and each one has one signicant advantages and disadvantages.…”

Section: Discussionmentioning

confidence: 99%

“…Therefore, the nature of blood pressure In frequency domain we use orthogonal projections utilizing system. The preference of the Franklin system over other orthogonal systems is based on our previous studies and experience [20], [79]. After performing the tests shown in…”

Section: Channel Selectionmentioning

confidence: 99%

“…After the feature vector construction we applied the K-Nearest Neighbor algorithm (KNN) for classication recommended by various studies [20], [21], [79]. The reason to choose KNN for classication in our approach is that it is simple and fast as compared to popular classier like SVM, Articial neural network.…”

Section: Classicationmentioning

confidence: 99%

“…Sleep is a physiological phenomenon and a sucient amount of sleep is mandatory for a human for his/her health. In this Chapter we present results published in[79], where we develop an ecient algorithm to detect the various sleep states by combining biomedical signals. The novelty of the algorithm that, we have extended our method proposed in Chapter 2 and instead of one biomedical signal i.e.…”

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confidence: 99%

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Epileptic seizures and sleep states detection using hybrid approaches

Paul¹

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As the author of the doctoral dissertation, I agree to public disclosure of my doctoral dissertation after obtaining a doctoral degree in the storage of ELTE Digital Institutional Repository. I authorize Adina Kulcsar, the administrator of the ELTE Doctoral School of Informatics to upload the dissertation and the abstract to ELTE Digital Institutional Repository, and I authorize the administrator to ll all the declarations that are required in this procedure. I request in case the doctoral dissertation contains qualied data pertaining to national security, to disclose the doctoral dissertation publicly to the University Library and the ELTE Digital Institutional Repository ensuing the lapse of the period of the qualication process. I request to defer public disclosure to the University Library and the ELTE Digital Institutional Repository, in case there is a publishing contract concluded during the doctoral procedure or up until the award of the degree. However, the bibliographical data of the work shall be accessible to the public. If the publication of the doctoral dissertation will not be carried out within a year from the award of the degree subject to the publishing contract, I agree to the public disclosure of the doctoral dissertation and abstract to the University Library and the ELTE Digital Institutional Repository. As the author of the doctoral dissertation, I declare that the doctoral dissertation and abstract uploaded to the ELTE Digital Institutional Repository are entirely the result of my own intellectual work and as far as I know, I did not infringe anyone's intellectual property rights. The printed version of the doctoral dissertation and the abstract are identical with the doctoral dissertation les (texts and diagrams) submitted on electronic device. As the author of the doctoral dissertation, I agree to the inspection of the dissertation and the abstract by uploading them to a plagiarism checker software. Signature of dissertation author Contents called central focal seizures. These seizures fall into two classications: focal seizures without loss of awareness. called basic simple partial seizures, these seizures don't cause a deciency of awareness. They may adjust feelings or change the manner in which things look, smell, feel, taste or sound. They may likewise bring about compulsory jolting of a body part, like an arm or leg, and unconstrained tangible indications like shivering, dazedness and blazing lights. Focal seizures with impaired awareness. called complex partial seizures, these seizures include a change or loss of cognizance or mindfulness. During an intricate incomplete seizure, you may gaze into space and not react ordinarily to your current circumstance or perform tedious developments, for example, hand scouring, biting, gulping or strolling around and around. Seizures that seem to include all regions of the brain are called generalized seizures. Six kinds of generalized seizures exist.

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Section: Results and Comparison Testsmentioning

confidence: 76%

Section: Discussionmentioning

confidence: 99%