Author: Roman V. Yampolskiy

^{Type
post

Author
Roman V. Yampolskiy

Date
July 18, 2020

Categories
Evolution
Neuroscience & Mind
Tagged
, artificial general intelligence, computer science, computer simulations, deep learning, evolution, evolutionary algorithms, genetic algorithms, genetic programming, John Koza, Neural Networks, neuroevolution, software, software engineering}

Neuroevolution Methods Show Significant Success

_{Roman V. Yampolskiy
July 18, 2020

Evolution, Neuroscience & Mind

11}

The Darwinian algorithm works in theory, but does not work in practice, when applied in the domain of software production. Read More ›

^{Type
post

Author
Roman V. Yampolskiy

Date
July 17, 2020

Categories
Environment & Climate
Evolution
Tagged
, Achilles heel, Alan Turing, algorithms, computer science, Darwinian algorithm, early Earth, evolution, evolutionary algorithms, evolutionary computation, fitness functions, Neural Networks, predictions, programmers, software}

Some Possible Reasons for the Limited Success of Evolutionary Algorithms

_{Roman V. Yampolskiy
July 17, 2020

Environment & Climate, Evolution

7}

It is theoretically possible that out of thousands of scientists working on evolutionary computation, all failed to correctly implement the Darwinian algorithm. Read More ›

^{Type
post

Author
Roman V. Yampolskiy

Date
July 16, 2020

Categories
Evolution
Tagged
, algorithms, artificial intelligence, computers, evolutionary algorithms, evolutionary computation, generations, genetic programming, John Koza, Kolmogorov complexity, programmers, software, Turing Machine, Turing test}

The State of the Art in Evolutionary Computation

_{Roman V. Yampolskiy
July 16, 2020

Evolution

11}

As with early AI, the claims are inflated, unsupported, and the solutions do not scale to real world problems. Perhaps an EA “winter” is long overdue. Read More ›

^{Type
post

Author
Roman V. Yampolskiy

Date
July 15, 2020

Categories
Evolution
Tagged
, algorithms, computers, evolutionary computation, genetic algorithms, genetic programming, John Koza, Moore’s law, natural selection, neuroevolution, Sudoku}

On Evolutionary Computation

_{Roman V. Yampolskiy
July 15, 2020

Evolution

9}

From the early 1950s, multiple well-documented attempts to make Darwin’s algorithm work on a computer have been published. Read More ›

^{Type
post

Author
Roman V. Yampolskiy

Date
July 14, 2020

Categories
Evolution
Tagged
, algorithms, artificial life, Charles Darwin, computer science, Darwinian algorithm, evolution, genetic algorithms, genetic programming, Gregory Chaitin, sex}

What Can and Can’t Darwin’s Algorithm Compute?

_{Roman V. Yampolskiy
July 14, 2020

Evolution

4}

A number of seminal papers have been published attempting to formalize Darwin’s biological theory from the point of view of computational sciences. Read More ›