عنوان

Genetic programming theory and practice XVI /

(Number (ISBN

3030047350

(Number (ISBN

3030047369

(Number (ISBN

9783030047351

(Number (ISBN

9783030047368

Erroneous ISBN

3030047342

Erroneous ISBN

9783030047344

Title Proper

Genetic programming theory and practice XVI /

General Material Designation

[Book]

First Statement of Responsibility

Wolfgang Banzhaf, Lee Spector, Leigh Sheneman, editors.

Place of Publication, Distribution, etc.

Cham, Switzerland :

Name of Publisher, Distributor, etc.

Springer,

Date of Publication, Distribution, etc.

2019.

Specific Material Designation and Extent of Item

1 online resource

Series Title

Genetic and evolutionary computation

Text of Note

Includes bibliographical references and index.

Text of Note

1 Exploring Genetic Programming Systems with MAP-Elites.- 2 The Evolutionary Buffet Method.- 3 Emergent Policy Discovery for Visual Reinforcement Learning through Tangled Program Graphs: A Tutorial.- 4 Strong Typing, Swarm Enhancement, and Deep Learning Feature Selection in the Pursuit of Symbolic Regression-Classification.- 5 Cluster Analysis of a Symbolic Regression Search Space.- 6 What else is in an evolved name? Exploring evolvable specificity with SignalGP.- Lexicase Selection Beyond Genetic Programming.- 8 Evolving developmental programs that build neural networks for solving multiple problems.- 9 The Elephant in the Room -- Towards the Application of Genetic Programming to Automatic Programming.- 10 Untapped Potential of Genetic Programming: Transfer Learning and Outlier Removal.- 11 Program Search for Machine Learning Pipelines Leveraging Symbolic Planning and Reinforcement Learning.

0

Text of Note

These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP. Topics in this volume include: evolving developmental programs for neural networks solving multiple problems, tangled program, transfer learning and outlier detection using GP, program search for machine learning pipelines in reinforcement learning, automatic programming with GP, new variants of GP, like SignalGP, variants of lexicase selection, and symbolic regression and classification techniques. The volume includes several chapters on best practices and lessons learned from hands-on experience. Readers will discover large-scale, real-world applications of GP to a variety of problem domains via in-depth presentations of the latest and most significant results.

Source for Acquisition/Subscription Address

Springer Nature

Stock Number

com.springer.onix.9783030047351

Title

Genetic programming theory and practice XVI.

International Standard Book Number

9783030047344

Parallel Title

Genetic programming theory and practice 16

Artificial intelligence, Congresses.

Genetic programming (Computer science), Congresses.

Artificial intelligence.

Genetic programming (Computer science)

COM004000

UYQ

UYQ

Number

Edition

Class number

Banzhaf, Wolfgang,1955-

Sheneman, Leigh

Spector, Lee,1963-

Workshop on Genetic Programming, Theory and Practice(16th :2018 :, Ann Arbor, MI)

Date of Transaction

20200823080847.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y