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2018 | OriginalPaper | Buchkapitel

On Measuring Cognition and Cognitive Augmentation

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Abstract

We are at the beginning of a new age in which artificial entities will perform significant amounts of high-level cognitive processing rivaling and even surpassing human thinking. The future belongs to those who can best collaborate with artificial cognitive entities achieving a high degree of cognitive augmentation. However, we currently lack theoretically grounded fundamental metrics able to describe human or artificial cognition much less augmented and combined cognition. How do we measure thinking, cognition, information, and knowledge in an implementation-independent way? How can we tell how much thinking an artificial entity does and how much is done by a human? How can we measure the combined and possible even emergent effect of humans working together with intelligent artificial entities? These are some of the challenges for researchers in this field. We first define a cognitive process as the transformation of data, information, knowledge, and wisdom. We then review several existing and emerging information metrics based on entropy, processing effort, quantum physics, emergent capacity, and human concept learning. We then discuss how these fail to answer the above questions and provide guidelines for future research.

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Literatur
3.
Zurück zum Zitat Ferrucci, D.A.: Introduction to “This is Watson”. IBM J. Res. Dev. 56(3/4), 1:1–1:15 (2012)CrossRef Ferrucci, D.A.: Introduction to “This is Watson”. IBM J. Res. Dev. 56(3/4), 1:1–1:15 (2012)CrossRef
4.
Zurück zum Zitat Ferrucci, D., Brown, E., Chu-Carroll, J., Fan, J., Gondek, D., Kalyanpur, A., Lally, A., Murdock, J.W., Nyberg, E., Prager, J., Schlaefer, N., Welty, C.: Building Watson: an overview of the DeepQA project. AI Mag. 31(3), 59–79 (2010)CrossRef Ferrucci, D., Brown, E., Chu-Carroll, J., Fan, J., Gondek, D., Kalyanpur, A., Lally, A., Murdock, J.W., Nyberg, E., Prager, J., Schlaefer, N., Welty, C.: Building Watson: an overview of the DeepQA project. AI Mag. 31(3), 59–79 (2010)CrossRef
5.
Zurück zum Zitat Silver, D., et al.: Mastering the game of Go with deep neural networks and tree search. Nature 529, 484–489 (2016)CrossRef Silver, D., et al.: Mastering the game of Go with deep neural networks and tree search. Nature 529, 484–489 (2016)CrossRef
10.
Zurück zum Zitat Isaacson, W.: The Innovators: How a Group of Hackers, Geniuses, and Geeks Created the Digital Revolution. Simon & Schuster, New York (2014) Isaacson, W.: The Innovators: How a Group of Hackers, Geniuses, and Geeks Created the Digital Revolution. Simon & Schuster, New York (2014)
22.
Zurück zum Zitat Fulbright, R.: How personal cognitive augmentation will lead to the democratization of expertise. In: Fourth Annual Conference on Advances in Cognitive Systems, Evanston, IL, June 2016 (2016). http://www.cogsys.org/posters/2016. Accessed Jan 2017 Fulbright, R.: How personal cognitive augmentation will lead to the democratization of expertise. In: Fourth Annual Conference on Advances in Cognitive Systems, Evanston, IL, June 2016 (2016). http://​www.​cogsys.​org/​posters/​2016. Accessed Jan 2017
23.
Zurück zum Zitat Ackoff, R.: From data to wisdom. J. Appl. Syst. Anal. 16, 3–9 (1989) Ackoff, R.: From data to wisdom. J. Appl. Syst. Anal. 16, 3–9 (1989)
24.
Zurück zum Zitat Jaynes, E.T.: Gibbs vs Boltzmann entropies. Am. J. Phys. 33, 391–398 (1965)CrossRef Jaynes, E.T.: Gibbs vs Boltzmann entropies. Am. J. Phys. 33, 391–398 (1965)CrossRef
25.
Zurück zum Zitat Szilard, L.: On the decrease of entropy in a thermodynamic system by the intervention of intelligent beings. Behav. Sci. 9, 301–3104 (1964)CrossRef Szilard, L.: On the decrease of entropy in a thermodynamic system by the intervention of intelligent beings. Behav. Sci. 9, 301–3104 (1964)CrossRef
26.
Zurück zum Zitat Schrodinger, E.: What is Life?. Cambridge University Press, Cambridge (1944) Schrodinger, E.: What is Life?. Cambridge University Press, Cambridge (1944)
28.
Zurück zum Zitat Hartley, R.V.L.: Transmission of information. Bell Syst. Tech. J. 7, 535–563 (1928)CrossRef Hartley, R.V.L.: Transmission of information. Bell Syst. Tech. J. 7, 535–563 (1928)CrossRef
29.
Zurück zum Zitat Weaver, W., Shannon, C.E.: The Mathematical Theory of Communication. University of Illinois Press, Urbana (1949)MATH Weaver, W., Shannon, C.E.: The Mathematical Theory of Communication. University of Illinois Press, Urbana (1949)MATH
30.
Zurück zum Zitat Pierce, J.R.: An Introduction to Information Theory, 2nd edn. Dover Publications, New York (1980)MATH Pierce, J.R.: An Introduction to Information Theory, 2nd edn. Dover Publications, New York (1980)MATH
31.
Zurück zum Zitat Goldman, S.: Information Theory. Dover Publications, New York (1953)MATH Goldman, S.: Information Theory. Dover Publications, New York (1953)MATH
32.
Zurück zum Zitat Chaitin, G.J.: On the length of programs for computing finite binary sequences. J. Assoc. Comput. Mach. 13, 547–569 (1966)MathSciNetCrossRef Chaitin, G.J.: On the length of programs for computing finite binary sequences. J. Assoc. Comput. Mach. 13, 547–569 (1966)MathSciNetCrossRef
33.
Zurück zum Zitat Chaitin, G.J.: Algorithmic information theory. IBM J. Res. Dev. 21, 350–359, 496 (1977) Chaitin, G.J.: Algorithmic information theory. IBM J. Res. Dev. 21, 350–359, 496 (1977)
34.
Zurück zum Zitat Kolmogorov, A.N.: Three approaches to the quantitative definition of information. Probl. Inf. Transm. 1, 1–17 (1965)MATH Kolmogorov, A.N.: Three approaches to the quantitative definition of information. Probl. Inf. Transm. 1, 1–17 (1965)MATH
35.
Zurück zum Zitat Solomonoff, R.J.: A formal theory of inductive inference. Inf. Control 7, 1–22, 224–254 (1964) Solomonoff, R.J.: A formal theory of inductive inference. Inf. Control 7, 1–22, 224–254 (1964)
36.
Zurück zum Zitat Landauer, R.: Dissipation and noise immunity in computation and communication. Nature 335, 779–784 (1988)CrossRef Landauer, R.: Dissipation and noise immunity in computation and communication. Nature 335, 779–784 (1988)CrossRef
37.
Zurück zum Zitat Wolfram, S.: A New Kind of Science. Wolfram Media, ‎Champaign (2002)MATH Wolfram, S.: A New Kind of Science. Wolfram Media, ‎Champaign (2002)MATH
38.
Zurück zum Zitat Lloyd, S.: Ultimate physical limits to computation. Nature 406, 1047–1054 (2000)CrossRef Lloyd, S.: Ultimate physical limits to computation. Nature 406, 1047–1054 (2000)CrossRef
39.
Zurück zum Zitat Margolus, N., Levitin, L.B.: The maximum speed of dynamical evolution. In: Toffoli, T., Biafore, M., Leao, J. (eds.) PhysComp 1996. NECSI, Boston (1996). Physica D 120, 188–195 (1998)CrossRef Margolus, N., Levitin, L.B.: The maximum speed of dynamical evolution. In: Toffoli, T., Biafore, M., Leao, J. (eds.) PhysComp 1996. NECSI, Boston (1996). Physica D 120, 188–195 (1998)CrossRef
43.
Zurück zum Zitat Fulbright, R.: Information domain modeling of emergent systems. Technical report CSCE 2002-014, May 2002, Department of Computer Science and Engineering, University of South Carolina, Columbia, SC (2002) Fulbright, R.: Information domain modeling of emergent systems. Technical report CSCE 2002-014, May 2002, Department of Computer Science and Engineering, University of South Carolina, Columbia, SC (2002)
46.
Zurück zum Zitat Vigo, R.: Complexity over uncertainty in generalized representational information theory (GRIT). Information 4, 1–30 (2013)CrossRef Vigo, R.: Complexity over uncertainty in generalized representational information theory (GRIT). Information 4, 1–30 (2013)CrossRef
47.
Zurück zum Zitat Vigo, R.: Mathematical Principles of Human Conceptual Behavior. Psychology Press, New York (2015). ISBN 978-0-415-71436-5 Vigo, R.: Mathematical Principles of Human Conceptual Behavior. Psychology Press, New York (2015). ISBN 978-0-415-71436-5
49.
Zurück zum Zitat Bloom, B.S., Engelhart, M.D., Furst, E.J., Hill, W.H., Krathwohl, D.R.: Taxonomy of educational objectives: the classification of educational goals. In: Handbook I: Cognitive Domain. David McKay Company, New York (1956) Bloom, B.S., Engelhart, M.D., Furst, E.J., Hill, W.H., Krathwohl, D.R.: Taxonomy of educational objectives: the classification of educational goals. In: Handbook I: Cognitive Domain. David McKay Company, New York (1956)
Metadaten
Titel
On Measuring Cognition and Cognitive Augmentation
verfasst von
Ron Fulbright
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-92046-7_41

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