Timo Honkela: Turning quantity into quality and making concepts visible using computational means

20
Timo Honkela, Mickwitz seminariet, 9.2.2017 Helsinki        9th of Feb                    2017 Turning quantity into quality and making concepts visible using computational means Timo Honkela

Transcript of Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Page 1: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Helsinki       9th of Feb                   2017

Turning quantity into qualityand making concepts visibleusing computational means

Timo Honkela

Page 2: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Timo Honkela

9 Feb 2017

University of Helsinki

Turning quantity into quality and making concepts visibleusing computational means

[email protected]

Mickwitz seminariet, Helsingfors (Helsinki)

Page 3: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Page 4: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Turning quantity into quality

Page 5: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Lindh-Knuutila & Honkela 2015

Page 6: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Lindh-Knuutila & Honkela 2015

Page 7: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Lin

dh-

Knu

util

a &

Ho

nke

la 2

01

5

Page 8: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Lindh-Knuutila & Honkela 2015

Page 9: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Quality and quantity

● Modeling language is challenging just due to the sheer quantities involved

● Language is a phenomenon that encompassesa number of areas and levels of abstraction

● In contrast to formal languages, ambiguity/polysemy is inherently involved

● Language is not an isolated formal system but an evolving system that is influenced bypsychoogical, cognitive, social and cultural factors

Page 10: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

> 6000 languages,many more dialects Billions of people

blogs.state.gov

en.wikipedia.org

A large number ofdifferent cultures

en.wikipedia.org A vast number of ways to relatelanguage, concepts andthe world to each other

Page 11: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Simulating processes of language emergence and communication 11

Timo Honkela, Mickwitz seminariet, 9.2.2017

Language as a system

● Considering natural language as a signal and dynamic system at cognitive and social levels (also in its written form) rather than a symbolic and logical system

● Importance of embodiment (cf. e.g. Harnad) and embeddedness (cf. e.g. Edelman)

● Learning and pattern recognition processes are essential (as opposed to the theories presented e.g. by Chomsky, Fodor, Pinker); much of the learning is bound to be unsupervised

Page 12: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Meaning is contextual

red winered skinred shirt

Gärdenfors: Conceptual Spaces

Hardin: Color for Philosophers

Page 13: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Simulating processes of language emergence and communication 13

Timo Honkela, Mickwitz seminariet, 9.2.2017

ICA

SVDprec

isio

n

active dimensions

(Väyrynen, Lindqvist, Honkela 2007)

Page 14: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Förger & Honkela, 2013

WALKING

RUNNINGRUNNING

Consider how different languagesdivide the conceptual space

in different ways(cf. e.g. Melissa Bowerman et al.)

Page 15: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Making concepts visible

Page 16: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Maps of words in Grimm fairy tales

Honkela, Pulkki & Kohonen 1995

Page 17: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Dynamics ofconcepts

and words

Page 18: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Making concepts visible

Page 19: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Meaning is subjective

● Good● Fair● Useful● Scientific● Democratic● Sustainable● etc.

A proper theory ofmeaning has to takethis into account

Page 20: Timo Honkela: Turning quantity into quality and making concepts visible using computational means

Timo Honkela, Mickwitz seminariet, 9.2.2017

Thank you for your attention

TackKiitos

Danke schönMerci謝謝

Σας ευχαριστούμε