Skip to main content

Attachment Modelling: From Observations to Scenarios to Designs

  • Chapter
  • First Online:
Computational Neurology and Psychiatry

Part of the book series: Springer Series in Bio-/Neuroinformatics ((SSBN,volume 6))

Abstract

The purpose of the research programme detailed in this paper is to update the attachment control system framework that John Bowlby set out in his formulation of Attachment Theory. It does this by reconceptualising it as a cognitive architecture that can operate within multi-agent simulations. This is relevant to computational psychiatry because attachment phenomena are broad in scope and range from healthy everyday interactions to psychopathology. The process of attachment modelling involves three stages and this paper makes contributions in each of these stages. Firstly, a survey of attachment research is presented which focuses on two important attachment behavioural measures: the Strange Situation Procedure and the Adult Attachment Interview (AAI). These studies are reviewed to draw out key behavioural patterns and dependencies. Secondly, the empirical observations that are to be explained in this research programme are abstracted into scenarios which capture key behavioural elements. The value of behavioural scenarios is that they can guide the simulation design process and help evaluate simulations which are produced. Thirdly, whilst the implementation of these scenarios is still a work in progress, several designs are described that have been created and implemented as simulations. These include normative and non-pathological infant behaviour patterns observed across the first year of life in naturalistic observations and ‘Strange Situation’ studies. Future work is described which includes simulating dysfunctional infant behaviour patterns and a range of adult attachment behaviour patterns observed in the Adult Attachment Interview. In conclusion, this modelling approach is distinguished from other approaches in computational psychiatry because of the psychologically high level at which it models phenomena of interest.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 139.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 179.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 179.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Ainsworth, M., Blehar, M., Waters, E., Wall, S., 1978. Patterns of Attachment: A psychological study of the strange situation. Erlbaum, Hillsdale, NJ.

    Google Scholar 

  2. Ainsworth, M., Bowlby, J., 1991. An Ethological Approach to Personality Development. American Psychologist 46, 333–341.

    Article  Google Scholar 

  3. Allen, J., 2008. The attachment system in adolescence. In: Handbook of Attachment, (Second edition, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 419–435.

    Google Scholar 

  4. Anderson, J., 1972. Attachment behaviour out of doors. In: Blurton-Jones, N. (Ed.), Ethological Studies of Child Behaviour. Cambridge University Press, Cambridge, UK, pp. 199–215.

    Google Scholar 

  5. Anderson, J., 2009. How Can the Human Mind Occur in the Physical Universe? OUP, New York.

    Google Scholar 

  6. Arkin, R., 2005. Moving up the food chain: Motivation and emotion in behaviour base robots. In: Fellous, J., Arbib, M. (Eds.), Who Needs Emotions? The brain meets the Robot. Oxford University Press, Oxford, UK, pp. 245–279.

    Chapter  Google Scholar 

  7. Beaudoin, L., 1994. Goal processing in autonomous agents. Ph.D. thesis, School of Computer Science, The University of Birmingham, (Available at http://www.cs.bham.ac.uk/research/cogaff/)

  8. Beaudoin, L., Sloman, A., 1993. A study of motive processing and attention. In: Sloman, A., Hogg, D., Humphreys, G., Partridge, D., Ramsay, A. (Eds.), Prospects for Artificial Intelligence. IOS Press, Amsterdam, pp. 229–238.

    Google Scholar 

  9. Belsky, J., 1999. Modern evolutionary theory and patterns of attachment. In: Handbook of Attachment, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 141–162.

    Google Scholar 

  10. Bischof, N., 1977. A systems approach toward the functional connections of attachment and fear. Child Development 48 (4), 1167–1183.

    Article  Google Scholar 

  11. Bowlby, J., 1952. Maternal care and mental health. World Health Organization, Geneva.

    Google Scholar 

  12. Bowlby, J., 1958. The nature of a child’s tie to his mother. International Journal of Psychoanalysis 39, 350–373.

    Google Scholar 

  13. Bowlby, J., 1969. Attachment and loss, Volume 1: Attachment. Basic books, New York.

    Google Scholar 

  14. Bowlby, J., 1973. Attachment and loss, Volume 2: Separation, anxiety and anger. Basic books, New York.

    Google Scholar 

  15. Bowlby, J., 1980. Attachment and loss, volume 3: Loss, sadness and depression. Basic books, New York.

    Google Scholar 

  16. Bowlby, J., 1982. Attachment and loss, Volume 2: Attachment. Basic books, New York, (Second edition 1982).

    Google Scholar 

  17. Bullinaria, J., 2009. Lifetime learning as a factor in life history evolution. Artificial Life 15, 389–409.

    Article  Google Scholar 

  18. Canamero, L., Blanchard, A., Nadel, J., 2006. Attachment bonds for human-like robots. International Journal of Humanoid Robotics 3, 301–320, 3.

    Google Scholar 

  19. Cassidy, J., 1999. The nature of the child’s ties. In: Handbook of Attachment, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 3–20.

    Google Scholar 

  20. Cittern, D., Edalat, A., 2015. Towards a neural model of bonding in self-attachment. In: Proceedings of International Joint Conference on Neural Networks, 2015. IJCNN, Killarney, pp. 1–8.

    Chapter  Google Scholar 

  21. Clark, A., 1998. Being There: Putting Brain, Body and World Together Again. MIT Press, Boston.

    Google Scholar 

  22. Cohen, J., Servan-Schreiber, D., 1992. Context, cortex and dopamine: a connectionist approach to behavior and biology in schizophrenia. Psychological Review 99, 45–77.

    Article  Google Scholar 

  23. Colby, K., 1963. Computer simulation of a neurotic process. In: Computer Simulation of Personality: Frontiers of psychological research’, eds. S.S. Tomkins and S. Messick. Wiley, New York, pp. 165–179.

    Google Scholar 

  24. Colby, K., 1981. Modeling a paranoid mind. Behavioural and Brain Sciences 4, 515–560.

    Article  Google Scholar 

  25. Daw, N., Niv, Y., Dayan, P., 2005. Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control. Nature Neuroscience 8, 1704–1711.

    Article  Google Scholar 

  26. Dayan, P., Seymour, B., 2008. Values and actions in aversion’., In: ‘Neuroeconomics: Decision making and the brain’, eds. P. Glimcher and C. Camerer and R. Poldrack and E. Fehr. Academic Press, New York, pp. 175–191.

    Google Scholar 

  27. Deklyen, M., Greenberg, M., 2008. Attachment and psychopathology in childhood. In: Handbook of Attachment: : Theory, research, and clinical applications, 2nd Edition, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 637–665.

    Google Scholar 

  28. Eagle, M., 1987. The Psychoanalytic and the Cognitive Unconscious. In: Stern, R. (Ed.), Theories of the Unconscious and Theories of the Self. The Analytic Press, Hillsdale, N, pp. 155–189.

    Google Scholar 

  29. Edalat, A., Mancinelli, F., 2013. Strong attractors of Hopfield neural networks to model attachment types and behavioural patterns. In: Proceedings of IJCNN 2013. IEEE. http://dx.doi.org/10.1109/IJCNN.2013.6706924

  30. Feeney, J., 2008. Adult romantic attachment: Developments in the study of couple relationships. In: Handbook of Attachment, (Second edition, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 456–481.

    Google Scholar 

  31. Fox, N. A., Card, J., 1999. Psychophysiological measures in the study of attachment. In: Handbook of Attachment, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 226–248.

    Google Scholar 

  32. Fraley, R., 2007. A connectionist approach to the organization and continuity of working models of attachment. Personality and Social Psychology Review 6, 1157–80.

    Google Scholar 

  33. Freud, S., 1925|1995. An autobiographical study. In: Gay, P. (Ed.), The Freud Reader. Vintage, London.

    Google Scholar 

  34. Goldberg, S., 2000. Attachment and Development. Arnold, London.

    Google Scholar 

  35. Gray, W., 2007. Composition and control of integrated cognitive systems. In: Integrated Models of Cognitive Systems, ed. W. Gray. Oxford University Press, New York, pp. 3–12.

    Chapter  Google Scholar 

  36. Hesse, E., 1999. The adult attachment interview, historical and current perspectives. In: Handbook of Attachment, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 395–433.

    Google Scholar 

  37. Hesse, E., 2008. The adult attachment interview, protocol, method, of analysis, and empirical studies. In: Handbook of Attachment, (Second edition, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 552–598.

    Google Scholar 

  38. Hinde, R., 1970. Animal Behaviour: A Synthesis of Ethology and Comparative Psychology. McGraw-Hill, London, 2nd Edition.

    Google Scholar 

  39. Hinde, R., 1983. Ethology and child development. In: Hand book of child psychology, eds. P.H. Mussen. J. Wiley and Sons, New York, pp. 27–93.

    Google Scholar 

  40. Hiolle, A., Canamero, L., 2007. Developing sensorimotor associations through attachment bonds. In: Proc. 7th International Conference on Epigenetic Robotics (EpiRob 2007), eds. C. Prince, C. Balkenius, L. Berthouze, H. Kozima, M. Littman. Lund University Cognitive Studies, Lund, pp. 45–52.

    Google Scholar 

  41. Hiolle, A., Canamero, L., Davila-Ross, M., Bard, K., 2012. Eliciting caregiving behavior in dyadic human-robot attachment-like interactions. ACM Trans. Interact. Intell. Syst 2, 3.

    Article  Google Scholar 

  42. Hiolle, A., Lewis, M., Canamero, L., 2014. Arousal regulation and affective adaptation to human responsiveness by a robot that explores a novel environment. Frontiers in neurorobotics 8, 17.

    Article  Google Scholar 

  43. Holmes, J., 1993. John Bowlby and Attachment Theory. Routledge, (revised edition).

    Google Scholar 

  44. Hughes, P., Turton, P., Hopper, E., McGauley, G., Fonagy, P., 2001. Disorganised attachment behaviour among infants born subsequent to stillbirth. Journal of Child Psychology and Psychiatry 42, 791–801.

    Article  Google Scholar 

  45. Kennedy, C., Sloman, A., 2003. Autonomous recovery from hostile code insertion using distributed reflection. Cognitive Systems research 4, 89–117.

    Article  Google Scholar 

  46. Laird, J., 2012. The SOAR Cognitive Architecture. MIT Press, Cambridge, Mass.

    Google Scholar 

  47. Lewis, R., Vasishth, S., 2005. An activation-based model of sentence processing and skilled memory retrieval. Cognitive Science 29, 375–419.

    Article  Google Scholar 

  48. Likhachev, M., Arkin, R., 2000. Robotic comfort zones. In: Proceedings of SPIE: Sensor Fusion and Decentralized Control in Robotic Systems. pp. 27–41.

    Google Scholar 

  49. Maes, P., 1994. Modeling adaptive autonomous agents. Artificial Life 1 (1), 135–162.

    Google Scholar 

  50. Main, M., 1990. Cross cultural studies of attachment organisation; recent studies, changing methodologies, and the concept of conditional strategies. Human Development 33, 48–61.

    Article  Google Scholar 

  51. Main, M., Goldwyn, R., 1984. Predicting rejection of her infant from mother’s representation of her own experience: Implications for the abused-abusing intergenerational cycle. International Journal of Child Abuse and Neglect 8, 203–217.

    Article  Google Scholar 

  52. Main, M., Hesse, E., 1990. Parents’ unresolved traumatic experiences are related to infant disorganized attachment: Is frightened and/or frightening parental behavior the linking mechanism? In: Attachment in the Preschool Years, eds. M.T. Greenberg and D. Cicchetti and E.M. Cummings. The University of Chicago Press, Chicago, pp. 161–184.

    Google Scholar 

  53. Main, M., Kaplan, N., Cassidy, J., 1985. Security in infancy, childhood and adulthood: A move to the level if representation. In: Growing points of attachment theory and research, eds. I. Bretherton and E. Waters. Monographs of the society for research in child development, 50(1–2 serial no 209), London, pp. 66–107.

    Google Scholar 

  54. Main, M., Solomon, J., 1990. Procedures for identifying infants as disorganized/disoriented during the ainsworth strange situation. In: Attachment in the Preschool Years, eds. M.T. Greenberg and D. Cicchetti and E.M. Cummings. The University of Chicago Press, Chicago, pp. 121–160.

    Google Scholar 

  55. Main, M., Weston, D., 1982. Avoidance of the attachment figure in infancy. In: The place of attachment in human behavior, eds. M. Parkes & J. Stevenson-Hinde. Basic Books, New York, pp. 31–59.

    Google Scholar 

  56. Marvin, R., Britner, P., 1999. Normative development: The ontogeny of attachment. In: Handbook of Attachment, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 44–67.

    Google Scholar 

  57. McMahon, C., Barnett, B., Kowalenko, N., Tennant, C., 2006. Maternal attachment state of mind moderates the impact of post-natal depression on infant attachment. Journal of Child Psychiatry and Psychology 147, 660–669.

    Article  Google Scholar 

  58. Meyer, D. E., Kieras, D. E., 1997. A computational theory of executive control processes and human multiple-task performance: Part 1. Basic Mechanisms. Psychological Review 104, (1), 3–65.

    Article  Google Scholar 

  59. Mikulincer, M., Shaver, P., 2012. An attachment perspective on psychopathology. World Psychiatry 11, 11–15.

    Article  Google Scholar 

  60. Montague, M., Dolan, R., Friston, K., Dayan, P., January 2012. Computational Psychiatry. Trends in cognitive sciences 16, 72–81.

    Google Scholar 

  61. Munakata, Y., Bauer, D., Stackhouse, T., Landgraf, L., Huddleston, J., 2002. Rich interpretation vs. deflationary accounts in cognitive development: the case of means-end skills in 7-month-old infants. Cognition 83, B43–B53.

    Article  Google Scholar 

  62. Parisi, D., Cecconi, F., Cerini, A., 1995. Kin-directed altruism and attachment behaviour in an evolving population of neural networks. In: Gilbert, N., Conte, R. (Eds.), Artificial societies. The computer simulation of social life. UCL Press, London, pp. 238–251.

    Google Scholar 

  63. Parisi, D., Nolfi, S., 2006. Sociality in embodied neural agents. In: Sun, R. (Ed.), Cognition and multi-agent interaction: from cognitive modelling to social simulation. Cambridge University Press, Cambridge, pp. 328–354.

    Google Scholar 

  64. Pessoa, L., 2015. Prcis on the cognitive-emotional brain. Behavioral and Brain Sciences 38, 71–97.

    Article  Google Scholar 

  65. Petters, D., 2004. Simulating infant-carer relationship dynamics. In: Proc AAAI Spring Symposium 2004: Architectures for Modeling Emotion - Cross-Disciplinary Foundations. No. SS-04-02 in AAAI Technical reports. Menlo Park, CA, pp. 114–122.

    Google Scholar 

  66. Petters, D., 2005. Building agents to understand infant attachment behaviour. In: Bryson, J., Prescott, T., Seth, A. (Eds.), Proceedings of Modelling Natural Action Selection. AISB Press, School of Science and Technology, University of Sussex, Brighton, pp. 158–165.

    Google Scholar 

  67. Petters, D., 2006a. Designing agents to understand infants. Ph.D. thesis, School of Computer Science, The University of Birmingham, (Available online at http://www.cs.bham.ac.uk/research/cogaff/)

  68. Petters, D., 2006b. Implementing a theory of attachment: A simulation of the strange situation with autonomous agents. In: Proceedings of the Seventh International Conference on Cognitive Modelling. Edizioni Golardiche, Trieste, pp. 226–231.

    Google Scholar 

  69. Petters, D., 2014a. Towards an Enactivist Approach to Social and Emotional Attachment. In: ABSTRACTS. AISB50. The 50th annual convention of the AISB. Goldsmiths University of London. AISB, Goldsmiths College, London, pp. 70–71.

    Google Scholar 

  70. Petters, D., 2014b. Losing control within the HCogaff architecture. In: From Animals to Robots and Back: reflections on hard problems in the study of cognition, eds. J. Wyatt & D. Petters & D. Hogg. Springer, London, pp. 31–50.

    Google Scholar 

  71. Petters, D., Waters, E., 2010. A.I., Attachment Theory, and simulating secure base behaviour: Dr. Bowlby meet the Reverend Bayes. In: Proceedings of the International Symposium on ’AI-Inspired Biology’, AISB Convention 2010. AISB Press, University of Sussex, Brighton, pp. 51–58.

    Google Scholar 

  72. Petters, D., Waters, E., 2014. From internal working models to embodied working models. In: Proceedings of ’Re-conceptualizing Mental Illness: Enactivist Philosophy and Cognitive Science - An Ongoing Debate’, AISB Convention 2014. AISB, Goldsmiths College, London.

    Google Scholar 

  73. Petters, D., Waters, E., 2015. Modelling emotional attachment: an integrative framework for architectures and scenarios. In: Proceedings of International Joint Conference on Neural Networks, 2015. IJCNN, Killarney, pp. 1006–1013.

    Google Scholar 

  74. Petters, D., Waters, E., Schönbrodt, F., 2010. Strange carers: Robots as attachment figures and aids to parenting. Interaction Studies: Social Behaviour and Communication in Biological and Artificial Systems 11 (2), 246–252.

    Article  Google Scholar 

  75. Russell, S., Norvig, P., 2013. Artificial Intelligence, A Modern Approach. Prentice Hall, (Third edn.).

    Google Scholar 

  76. Schlesinger, M., Parisi, D., 2001. The agent-based approach: A new direction for computational models of development. Developmental Review 21, 121–146.

    Article  Google Scholar 

  77. Simpson, J., 1999. Attachment theory in modern evolutionary perspective. In: Handbook of Attachment, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 115–141.

    Google Scholar 

  78. Sloman, A., 1982. Towards a grammar of emotions. New Universities Quarterly 36 (3), 230–238.

    Google Scholar 

  79. Sloman, A., 1992. Prolegomena to a theory of communication and affect. In: Ortony, A., Slack, J., Stock, O. (Eds.), Communication from an Artificial Intelligence Perspective: Theoretical and Applied Issues. Springer, Heidelberg, Germany, pp. 229–260.

    Google Scholar 

  80. Sloman, A., 1993. The mind as a control system. In: Hookway, C., Peterson, D. (Eds.), Philosophy and the Cognitive Sciences. Cambridge University Press, Cambridge, UK, pp. 69–110.

    Google Scholar 

  81. Sloman, A., 2000. Architectural requirements for human-like agents both natural and artificial. (what sorts of machines can love?). In: Dautenhahn, K. (Ed.), Human Cognition And Social Agent Technology. Advances in Consciousness Research. John Benjamins, Amsterdam, pp. 163–195.

    Google Scholar 

  82. Sloman, A., 2001. Beyond Shallow Models of Emotion. Cognitive Processing: International Quarterly of Cognitive Science 2 (1), 177–198.

    Google Scholar 

  83. Sloman, A., 2002. How many separately evolved emotional beasties live within us? In: Trappl, R., Petta, P., Payr, S. (Eds.), Emotions in Humans and Artifacts. MIT Press, Cambridge, MA, pp. 29–96.

    Google Scholar 

  84. Sloman, A., 2008. The cognition and affect project: Architectures, architecture-schemas, and the new science of mind. Tech. rep., University of Birmingham, (Available at http://www.cs.bham.ac.uk/research/cogaff/)

  85. Sloman, A., 2009. Machines in the Ghost. In: Dietrich, D., Fodor, G., Zucker, G., Bruckner, D. (Eds.), Simulating the Mind: A Technical Neuropsychoanalytical Approach. Springer, Vienna, pp. 124–177.

    Chapter  Google Scholar 

  86. Sloman, A., Chrisley, R. L., June 2005. More things than are dreamt of in your biology: Information-processing in biologically-inspired robots. Cognitive Systems Research 6 (2), 145–174.

    Google Scholar 

  87. Sloman, A., Logan, B., March 1999. Building cognitively rich agents using the Sim_agent toolkit. Communications of the Association for Computing Machinery 42 (3), 71–77.

    Google Scholar 

  88. Sloman, A., Poli, R., 1996. Sim_agent: A toolkit for exploring agent designs. In: Wooldridge, M., Mueller, J., Tambe, M. (Eds.), Intelligent Agents Vol II (ATAL-95). Springer-Verlag, pp. 392–407.

    Google Scholar 

  89. Sroufe, L., Carlson, E., Levy, A., Egeland, B., 1999. Implications of attachment theory for developmental psychopathology. Development and Psychopathology 11, 1–13.

    Article  Google Scholar 

  90. Storr, A., 1989. Freud. OUP, Oxford.

    Google Scholar 

  91. Sun, R., 2007. The motivational and metacognitive control in clarion. In: Integrated Models of Cognitive Systems, ed. W. Gray. Oxford University Press, New York, pp. 63–76.

    Google Scholar 

  92. van Ijzendoorn, M., 1995. Adult Attachment representations, parental responsiveness, and infant attachment: A meta-analysis of the predictive validity of the Adult Attachment Interview. Psychological Bulletin 117, 387–403.

    Google Scholar 

  93. van Ijzendoorn, M., Bakermans-Kranenburg, M., 2004. Maternal sensitivity and infant temperament. In: Theories of Infant Development, eds. G. Bremner & A. Slater. Blackwell Press, Oxford, pp. 233–257.

    Google Scholar 

  94. van Ijzendoorn, M., Sagi, A., 1999. Cross-cultural patterns of attachment: Universal and contextual dimensions. In: Handbook of Attachment, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 713–734.

    Google Scholar 

  95. Waters, E., Kondo-Ikemura, K., Posada, G., Richters, J., 1991. Learning to love: Mechanisms and milestones. In: Minnesota Symposium on Child Psychology (Vol. 23: Self Processes and Development), eds. M. Gunner & Alan Sroufe. Psychology Press, Florence, KY, pp. 217–255.

    Google Scholar 

  96. Waters, E., Merrick, S., Treboux, D., Crowell, J., Albersheim, L., 2000. Attachment stability in infancy and early adulthood: A 20-year longitudinal study. Child Development 71, 684–689.

    Article  Google Scholar 

  97. Weinfield, N., Sroufe, L., Egeland, B., Carlson, E., 1999. The nature of individual differences in infant-caregiver attachment. In: Handbook of Attachment, eds. J. Cassidy & P.R. Shaver. Guilford Press, London, pp. 68–88.

    Google Scholar 

  98. Wolff, M. D., van IJzendoorn, M., 1997. Sensitivity and attachment: A meta-analysis on parental antecedents of infant attachment. Child Development 68, 571–591, 2.

    Google Scholar 

  99. Wright, I., 1997. Emotional agents. Ph.D. thesis, School of Computer Science, The University of Birmingham.

    Google Scholar 

  100. Wright, I., Sloman, A., Beaudoin, L., 1996. Towards a design-based analysis of emotional episodes. Philosophy Psychiatry and Psychology 3 (2), 101–126.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Dean Petters .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer International Publishing AG

About this chapter

Cite this chapter

Petters, D., Beaudoin, L. (2017). Attachment Modelling: From Observations to Scenarios to Designs. In: Érdi, P., Sen Bhattacharya, B., Cochran, A. (eds) Computational Neurology and Psychiatry. Springer Series in Bio-/Neuroinformatics, vol 6. Springer, Cham. https://doi.org/10.1007/978-3-319-49959-8_9

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-49959-8_9

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-49958-1

  • Online ISBN: 978-3-319-49959-8

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics