neural reuse panel włodzisław duch katedra informatyki stosowanej uniwersytet mikołaja kopernika,...

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Neural reuse panel Neural reuse panel Włodzisław Duch Włodzisław Duch Katedra Informatyki Stosowanej Katedra Informatyki Stosowanej Uniwersytet Mikołaja Kopernika, Uniwersytet Mikołaja Kopernika, Toruń Toruń SCE NTU Singapur SCE NTU Singapur Google: W Duch Google: W Duch IJCNN IJCNN , , 4 4 .0 .0 8 8 .2011 .2011

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Page 1: Neural reuse panel Włodzisław Duch Katedra Informatyki Stosowanej Uniwersytet Mikołaja Kopernika, Toruń SCE NTU Singapur Google: W Duch Google: W Duch

Neural reuse panelNeural reuse panelNeural reuse panelNeural reuse panel

Włodzisław Duch Włodzisław Duch Katedra Informatyki Stosowanej Katedra Informatyki Stosowanej

Uniwersytet Mikołaja Kopernika, ToruńUniwersytet Mikołaja Kopernika, ToruńSCE NTU SingapurSCE NTU Singapur Google: W DuchGoogle: W Duch

IJCNNIJCNN, , 44.0.088.2011.2011

Page 2: Neural reuse panel Włodzisław Duch Katedra Informatyki Stosowanej Uniwersytet Mikołaja Kopernika, Toruń SCE NTU Singapur Google: W Duch Google: W Duch

Functions and regionsFunctions and regionsFunctions and regionsFunctions and regions

Localisation: Is every region of the brain endowed with sepcilized tasks, and every taks done by a fixed subset of specialized regions?

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Holism: Or is the whole brain working on the taks?

Neither.

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Page 3: Neural reuse panel Włodzisław Duch Katedra Informatyki Stosowanej Uniwersytet Mikołaja Kopernika, Toruń SCE NTU Singapur Google: W Duch Google: W Duch

Recycling ?Recycling ?Recycling ?Recycling ?

M. Anderson, Neural reuse: a fundamental organizational principle of the brain. BBS 33, 245–313 (2010)

Endogenesis.

Formation of columns from resonators responsible for movements, from wiggling in worms to salamander out of phase RPGs.

Engineering: 4CAPS (Marcel Just)

Page 4: Neural reuse panel Włodzisław Duch Katedra Informatyki Stosowanej Uniwersytet Mikołaja Kopernika, Toruń SCE NTU Singapur Google: W Duch Google: W Duch

Action (56)

Page 5: Neural reuse panel Włodzisław Duch Katedra Informatyki Stosowanej Uniwersytet Mikołaja Kopernika, Toruń SCE NTU Singapur Google: W Duch Google: W Duch

Attention (77)

Page 6: Neural reuse panel Włodzisław Duch Katedra Informatyki Stosowanej Uniwersytet Mikołaja Kopernika, Toruń SCE NTU Singapur Google: W Duch Google: W Duch

Language (165)

Understanding Medical Data Włodzisław Duch Department of Informatics Nicholas Copernicus University, Toruń, Poland duch

Large-scale projects to build artificial brains: ABACCUS. Włodzisław Duch (Google: Duch) Department of Informatics, Nicolaus Copernicus University, Torun,

Towards CI Foundations Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google: W. Duch WCCI’08 Panel Discussion

Meta-Learning: towards universal learning paradigms Włodzisław Duch & Co Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google:

Are we automata? Włodzisław Duch Department of Informatics Nicolaus Copernicus University, Toruń, PL Google: W. Duch Google: W. Duch Self, intersubjectivity

Cognitive Science and Music Włodzisław Duch Department of Informatics, Uniwersytet Mikołaja Kopernika, Toruń. Google: W. Duch Kajetany, 16.07.2015

Włodzisław Duch Nicolaus Copernicus University, Toruń, Poland SCE NTU Singapore Google: W. Duch Google: W. Duch A few notes on auditory processing NTU

Computational Intelligence: Methods and Applications Lecture 4 CI: simple visualization. Włodzisław Duch Dept. of Informatics, UMK Google: W Duch

Global Brain Simulations Włodzisław Duch (Google: Duch) Department of Informatics, Nicholaus Copernicus University, Torun, Poland School of Computer Engineering,

Computational Intelligence: Methods and Applications Lecture 5 EDA and linear transformations. Włodzisław Duch Dept. of Informatics, UMK Google: W Duch

Computational Intelligence: Methods and Applications Lecture 2 Problems requiring CI Włodzisław Duch Dept. of Informatics, UMK Google: W Duch

Neural Networks for High-Level Intelligence and Cognition Włodzisław Duch (Google: Duch) Department of Informatics, Nicolaus Copernicus University, Torun,

GhostMiner Wine example Włodzisław Duch Dept. of Informatics, Nicholas Copernicus University, Toruń, Poland duch ISEP Porto,

Włodzisław Duch

Meta-Learning: towards universal learning paradigms Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google: W

Neurodynamics of concepts Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google: W. Duch Argumentation as a cognitive

Meta-Learning and learning in highly non-separable cases Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google:

Włodzisław Duch Department of Computer Science,

What is data mining? Włodzisław Duch Dept. of Informatics, Nicholas Copernicus University, Toruń, Poland duch ISEP Porto,

Computational Intelligence: Methods and Applications Lecture 12 Bayesian decisions: foundation of learning Włodzisław Duch Dept. of Informatics, UMK Google:

Global Visualization of Neural Dynamics Krzysztof Dobosz, Włodzisław Duch Department of Informatics Nicolaus Copernicus University, Toruń, Poland Google:

Meta-Learning:Towards Universal Learning Paradigms Włodzisław Duch & Co Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google:

Towards Science of DM Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google: W. Duch WCCI’08 Panel Discussion

Brain-Inspired Cognitive Architectures Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google: W. Duch IRML Summer

Is embodiment necessary for natural language understanding? Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google:

Selekcja informacji dla analizy danych z mikromacierzy Włodzisław Duch, Jacek Biesiada Dept. of Informatics, Nicolaus Copernicus University, Google: Duch

Otwarta Nauka Włodzisław Duch Katedra Informatyki Stosowanej,

Dynamic Semantic Visual Information Management Włodzisław Duch Nicolaus Copernicus University, Poland Nanyang Technological University, Singapore Google:

Autism, ion channels and computational simulations Włodzisław Duch Katedra Informatyki Stosowanej, Uniwersytet Mikołaja Kopernika, Toruń, Poland. Google:

Neurobiological foundations of ethics and law Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google: W. Duch

Włodzisław Duch UMK Toruń, Poland/NTU Singapore Google: W. Duch Advanced Topic in Cognitive Neuroscience and Embodied Intelligence Lab Week 7 Memory CE7427

COST Action B27, WG1 Theoretical Study on Oscillation & Cognition, Polish contributions Reported by Włodzisław Duch (Google: Duch) Department of Informatics,

Computational Intelligence: Methods and Applications Lecture 19 Pruning of decision trees Włodzisław Duch Dept. of Informatics, UMK Google: W Duch

Creativity, Neuroscience and Neurocognitive Informatics Włodzisław Duch Katedra informatyki Stosowanej, Uniwersytet Mikołaja Kopernika, Toruń, Poland Google:

Neurocognitive Informatics Manifesto Włodzisław Duch Department of Informatics, Nicolaus Copernicus University, Toruń, Poland Google: W. Duch IMS’09, Kunming