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MM Big Data Applications: Statistical Resultant Analysis of Psychosomatic Survey on Various Human Personality Indicators

  • Rohit RastogiEmail author
  • Devendra Kumar Chaturvedi
  • Santosh Satya
  • Navneet Arora
  • Piyush Trivedi
  • Mayank Gupta
  • Parv Singhal
  • Muskan Gulati
Conference paper
Part of the Advances in Intelligent Systems and Computing book series (AISC, volume 988)

Abstract

Machines are getting intelligent day by day. Nowadays, the human being is so much complex that nobody can do any concrete or accurate behavioural or action-related predictions. The mood swing has been also an epidemic in modern India and all metro cities of the developed countries. We have grown rich in terms of money and physical facilities; modern science has gifted us many boons, but simultaneously the mental, physical and spiritual disorders have surprisingly disturbed the smile, peace and definite attitude and life style of individual and all human beings. The 3 M—Mobile, Money and Marriage are essential in one’s life, but the over addiction and misuse of resources, facilities and lack of right understanding with selfishness and ungrateful conduct have changed all the social parameters. So, presently the stress has been the biggest challenge against mankind like nuclear weapons, global warming and epidemics. It leads towards tension, frustration and depression and ultimately in extreme cases towards the self-suicide or the murder of innocents. The happiness index, safety of individual, living parameters have been drastically challenged us, and India specially has pathetic situation among global quality of life (QoL) index. The present paper is an effort to define a simulated model and framework for the subjective quality of stress into quantitative parameters and mathematically analysing it with the help of popular machine learning tools and applied methods. With the help of machine intelligence, authors are trying to establish a framework which may work as an expert system and may help the individual to grow self as a better human being.

Keywords

Stress Python Anaconda Pycham Use case Machine learning Multinomial logistic regression Variance 

Notes

Acknowledgements

The authors’ team are researchers in the field of scientific spirituality and are heartily grateful for the guidance of co-guides of several reputable academic institutions in order to comprehend the concept well as well as reflect the way forward. The authors also pay sincere thanks to the Chairperson, members of Spirituality, Yoga and Ethics committee of ABESEC, Ghaziabad for their encouraging support and guiding us the right way. We are also thankful to them for helping us to design the consent Performa for participants to seek individual subject permission for this research work. We also thank to Mr. Ayush Pratap Singh for his services.

References

  1. 1.
    P. Andlin-Sobocki, B. Jonsson, H.U. Wittchen, J. Olesen, Cost of disorders of the brain in Europe. Eur J Neurol 1(12), 13, 14, 18 (2005)Google Scholar
  2. 2.
    A. Baum, Stress, intrusive imagery, and chronic distress. Health Psychol. 6, 653–675 (1990)CrossRefGoogle Scholar
  3. 3.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, S. Chauhan, An optimized biofeedback therapy for chronic TTH between electromyography and galvanic skin resistance biofeedback on audio, visual and audio visual modes on various medical symptoms, in The National Conference on 3rd MDNCPDR-2018 at DEI, Agra on 06–07 Sept 2018 (2018a)Google Scholar
  4. 4.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, P. Singh, P. Vyas, Statistical analysis for effect of positive thinking on stress management and creative problem solving for adolescents, in Proceedings of the 12th INDIACom; 2018 ISSN 0973-7529 and ISBN 978-93-80544-14-4, pp. 245–251 (2018e)Google Scholar
  5. 5.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, P. Singhal, M. Gulati, Statistical resultant analysis of spiritual & psychosomatic stress survey on various human personality indicators, in The International Conference Proceedings of ICCI 2018 (2018f)Google Scholar
  6. 6.
    D.S. Scott, T.F. Lundeen, Myofascial pain involving the masticatory muscles: an experimental model. Pain 8(2), 207–215 (1980)CrossRefGoogle Scholar
  7. 7.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, H. Saini, H. Verma, K. Mehlyan Y. Varshney, Statistical analysis of EMG and GSR therapy on visual mode and SF-36 scores for chronic TTH, in The Proceedings of UPCON-2018 on 2–4 Nov 2018 MMMUT Gorakhpur, UP (2018b)Google Scholar
  8. 8.
    G. Bronfort, N. Nilsson, M. Haas et al., Non-invasive physical treatments for chronic/recurrent headache. Cochrane Database Syst. Rev. 3, 13, 14, 18 (2004)Google Scholar
  9. 9.
    D. McCrory, D. Penzien, V. Hasselblad, R.N. Gray, Evidence Report: Behavioral and Physical Treatments for Tension-Type and Cervicogenic Headache, Duke University Evidence-based Practice Center, Durham, North Carolina. Available at: www.masschiro.org/upload/research/16_0.pdf. Accessed 28 Dec 2011. 12, 15, 16 (2001)
  10. 10.
    R. Rastogi, D.K. Chaturvedi, N. Arora, P. Trivedi, S. Chauhan, Framework for Use of Machine Intelligence on Clinical Psychology to study the effects of Spiritual tools on Human Behavior and Psychic Challenges, in Proceedings of NSC-2017 (National System Conference), DEI, Agra, Dec 1–3 (2017a)Google Scholar
  11. 11.
    T.H. Budzynski, J.M. Stoyva, An instrument for producing deep muscle relaxation by means of analog information feedback. J. Appl. Behav. Anal. 2(231–237), 14, 19 (1969)CrossRefGoogle Scholar
  12. 12.
    David Mechanic, Students Under Stress; A Study in the Social Psychology of Adaption (University of Wisconsin Press, Madison, 1978)Google Scholar
  13. 13.
    L.H. Miller, A.D. Smith, The Stress Solution (American Psychological Association, 2003)Google Scholar
  14. 14.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, V. Yadav, S. Chauhan, P. Sharma, SF-36 scores analysis for EMG and GSR therapy on audio, visual and audio visual modes for chronic TTH, in The Proceedings of the ICCIDA-2018 on 27 and 28th Oct 2018 CCIS Series, Springer at Gandhi Institute for Technology, Khordha, Bhubaneswar, Odisha, India (2018c)Google Scholar
  15. 15.
    Misra Ran jita and Castillo G. Linda, Academic stress among college students, comparison of American and international students. Int. J. Stress Manag. 11(2), 132–148 (2005)Google Scholar
  16. 16.
    C.F. Morgam, R.A. King, J.R. Weisz, J. Schopler, Introduction to Psychology (1986), p. 301Google Scholar
  17. 17.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, P. Trivedi, A. Singh, A. Sharma, A. Singh, Intelligent analysis for personality detection on various indicators by clinical reliable psychological TTH and stress surveys, in the proceedings of CIPR 2019 at Indian Institute of Engineering Science and Technology, Shibpur on 19th–20th Jan 2019, Springer-AISC Series (2019a)Google Scholar
  18. 18.
    F. Granella, S. Farina, G. Malferrari, G.C. Manzoni, Drug abuse in chronic headache: a clinico-epidemiologic study. Cephalalgia 7(15–19), 12 (1987)CrossRefGoogle Scholar
  19. 19.
    Nandamuri Prabhakar Purna and Ch Gotham., National Health Ministry, Stress and The college Students. Oxford Brookes University (2006), p. 257Google Scholar
  20. 20.
    R. Rastogi, D.K. Chaturvedi, S. Sharma, A. Bansal, A. Agrawal, Audio Visual EMG & GSR Biofeedbac Analysis for Effect of Spiritual Techniques on Human Behavior and Psychic Challenges, in Proceedings of the 12th INDIACom; 2018, ISSN 0973–7529 and ISBN 978-93-80544-14-4, pp. 252–258 (2018g)Google Scholar
  21. 21.
    Hans Selye: The stress of life, Jain Shashi, Introduction to Psychology. Kalyani Publishers p. 40 (1979)Google Scholar
  22. 22.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, V. Yadav, S. Chauhan, P. Sharma, Analytical comparison of efficacy for electromyography and galvanic skin resistance biofeedback on audio-visual mode for chronic TTH on various attributes, in The Proceedings of the ICCIDA-2018 on 27 and 28th Oct 2018, CCIS Series, Springer at Gandhi Institute for Technology, Khordha, Bhubaneswar, Odisha, India (2018d)Google Scholar
  23. 23.
    E. Peper, F. Shaffer, Biofeedback history: an alternative view. Biofeedback Winter; 4(20), 12, 18, 22 (2010)Google Scholar
  24. 24.
    J.C. Rains, D.B. Penzien, D.C. McCrory and R.N. Gray, Behavioral Headache Treatment: History, Review of Empirical Literature and Methodological Critique. Headache 14 (2005)Google Scholar
  25. 25.
    R. Rastogi, D.K. Chaturvedi, N. Arora, P. Trivedi, V. Mishra, Swarm intelligent optimized method of development of noble life in the perspective of Indian scientific philosophy and psychology, in Proceedings of NSC-2017 (National System Conference), DEI Agra, Dec 1–3 (2017b)Google Scholar
  26. 26.
    Headache disorders and public health 9 March 2000 14, 18Google Scholar
  27. 27.
    S. Kadhiravan K. Kumar, Stress coping Skills among college students. J. Arts, Sci. Commer. 3(4)1 (2002)Google Scholar
  28. 28.
    S.E.B. Ross, C. Neibling, T.M. Heckert, Source of stress among college students. College Student J. 33(2), 312, 6p, one chart (2008)Google Scholar
  29. 29.
    R. Plomin, M.J. Owen, P. McGuffin, The genetic basis of complex human behaviors science 264(5166), 1733–1739 (1994).  https://doi.org/10.1126/science.8209254CrossRefGoogle Scholar
  30. 30.
    K.P. James, F.H. Gragory, An academic stress scale: identification and rated importance of academic stressors. Psychol. Rep. 59, 415–426 (1986)CrossRefGoogle Scholar
  31. 31.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, M. Gupta, V. Yadav, S. Chauhan, P. Sharma, Book chapter titled as ‘Chronic TTH analysis by EMG & GSR biofeedback on various modes and various medical symptoms using IoT’, Paperback ISBN: 9780128181461, Advances in ubiquitous sensing applications for healthcare, Book-Big Data Analytics for Intelligent Healthcare Management (2019b)Google Scholar
  32. 32.
    R. Rastogi, D.K. Chaturvedi, N. Arora, P. Trivedi, P. Singh, P. Vyas, Study on efficacy of electromyography and electroencephalography biofeedback with mindful meditation on mental health of youths, in Proceedings of the 12th INDIACom; 2018 ISSN 0973–7529 and ISBN 978-93-80544-14-4, pp. 84–89 (2018h)Google Scholar
  33. 33.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, H. Sirohi, M. Singh, P. Verma, V. Singh, Which one is best: electromyography biofeedback efficacy analysis on audio, visual and audio-visual modes for chronic TTH on different characteristics, in the proceedings of ICCIIoT-2018, 14–15 Dec 2018 at NIT Agartala, Tripura, ELSEVIER- SSRN Digital Library (ISSN 1556-5068) (2018i)Google Scholar
  34. 34.
    The American Institute of Stress, 50 Common Signe and Symptoms of Stress (Wood and Wood: The World of Psychology, 1999), p. 469Google Scholar
  35. 35.
    H. Vernon, C.S. McDermaid, C. Hagino, Systematic review of randomized clinical trials of complementary/alternative therapies in the treatment of tension-type and cervicogenic headache. Complement Ther. Med. 7(14), 13, 14, 19 (1999)Google Scholar
  36. 36.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, H. Saini, H. Verma, K. Mehlyan, Comparative efficacy analysis of electromyography and galvanic skin resistance biofeedback on audio mode for chronic TTH on various indicators, in The Proceedings of ICCIIoT- 2018, 14–15 Dec 2018 at NIT Agartala, Tripura, ELSEVIER- SSRN Digital Library (ISSN 1556-5068) (2018j)Google Scholar
  37. 37.
    What is biofeedback? Association for Applied Psychophysiology and Biofeedback, 12(5), 12 (2008)Google Scholar
  38. 38.
    R. Rastogi, D.K. Chaturvedi, S. Satya, N. Arora, I. Bansal, V. Yadav, Intelligent analysis for detection of complex human personality by clinical reliable psychological surveys on various indicators, in The National Conference on 3rd MDNCPDR-2018 at DEI, Agra on 06–07 Sept 2018 (2018k)Google Scholar
  39. 39.
    R. Yadav, V. Koushal, P. Aggarwal, V. Saini, R. Sharma, The Interrelationship of positive mental and physical health; a health promoting approach. Indian J. Posit. Psychol. 3(1), 1–5 (2012)Google Scholar

Copyright information

© Springer Nature Singapore Pte Ltd. 2020

Authors and Affiliations

  • Rohit Rastogi
    • 1
    Email author
  • Devendra Kumar Chaturvedi
    • 2
  • Santosh Satya
    • 3
  • Navneet Arora
    • 4
  • Piyush Trivedi
    • 5
  • Mayank Gupta
    • 6
  • Parv Singhal
    • 1
  • Muskan Gulati
    • 1
  1. 1.Department of Computer Science and EngineeringABESECGhaziabadIndia
  2. 2.Department of Electrical EngineeringDEIAgraIndia
  3. 3.Department of Rural DevelopmentIIT-DelhiNew DelhiIndia
  4. 4.Department of Mechanical EngineeringIIT-RoorkeeRoorkeeIndia
  5. 5.Centre of Scientific Spirituality, DSVVHaridwarIndia
  6. 6.IT Analyst, Tata Consultancy ServicesNoidaIndia

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