Home › Categories › Technology› Programmatic Task Network Planning: Extending Hierarchical HTN For Service Composition

Programmatic Task Network Planning: Extending Hierarchical HTN For Service Composition.pdf

Mohr18ProgrammaticPlanning.pdf
Preview of Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition
🔗 Source: icaps18.icaps-conference.org
📊 Size: 341 KB
📄 Pages: 9 pages
⬇️ Downloads: 31

Summary

Allowing Output from Operations and Methods: PTN expands traditional HTN by enabling operations and methods to produce outputs, not just inputs.

2. Integrating Interpreted Predicates: Formulas within PTN can include interpreted terms, specifically interpreted predicates evaluated using external theories.

3. Introducing Oracle Tasks: PTN supports a new task type, oracle tasks, handled by external libraries rather than the planner itself, similar to external calls in SHOP2 but more formally defined.

Motivation: Automated Machine Learning

The authors motivate their approach through its application to automated machine learning (AutoML). AutoML aims to automate the process of developing tailored ML pipelines for specific datasets. PTN can represent this as a hierarchical task network, where tasks like "classify" are refined recursively by adding preprocessing steps and algorithm choices.

Case Study: Binary Classification with Nested Dichotomies

The paper illustrates PTN's utility using a simplified AutoML problem: training a multi-class classifier. It demonstrates how nested dichotomies (NDs), represented as binary trees, can be used to break down the classification task into smaller, manageable binary classification problems.

Benefits and Contributions:

The authors aim to determine if PTN offers practical advantages in terms of problem expression compactness and planning efficiency. The case study contributes a real-world application of AI planning to AutoML.

Download File

Description

Programmatic Task Network Planning extends classical HTN planning by allowing output parameters for operations and methods, incorporating interpreted terms with external library evaluation, and enabling flexible modeling for complex applications like automated service composition.

Technical Information

  • File Format: PDF
  • File Size: 341 KB
  • Pages: 9
  • Language: EN
  • Total Downloads: 31
  • Last Updated: 3 hours ago

Document Overview

This PDF document about Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition.

Related Topics

If you're interested in Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition, you might also want to explore:

Programmatic guideProgrammatic tutorialTask guideTask tutorialNetwork guideNetwork tutorialPlanning: guidePlanning: tutorialExtending guideExtending tutorialHierarchical guideHierarchical tutorialService guideService tutorialComposition guideComposition tutorial

Related Categories

Business & Finance
41204 documents
Education & Learning
22711 documents
Health & Wellness
8956 documents

Related Documents

Preview of Port Reconfiguration for HKEX Service Network (“HSN”) and Hosting Services Testing Network ("HSTN")
PDF file

Port Reconfiguration for HKEX Service Network (“HSN”) and Hosting Services Testing Network ("HSTN")

218 KBAndy YY LeeEN1 page
HKEx Hosting Services Limited is making arrangements to support the launch of HKEx Orion Central Gateway and HKEx Orion Market Data for Derivatives...
Download
PDF
PREVIEW
NOT
AVAILABLE
PDF file

Bronze task planning poem.pdf

EN
Document de 1 page. Bronze task planning poem.pdf
Download
PDF
PREVIEW
NOT
AVAILABLE
PDF file

Gold Task Planning poem.pdf

EN
Document de 1 page. Gold Task Planning poem.pdf
Download
PDF
PREVIEW
NOT
AVAILABLE
PDF file

Silver Task Planning poem.pdf

EN
Document de 1 page. Silver Task Planning poem.pdf
Download
Preview of Metro Service Guidelines
PDF file

Metro Service Guidelines

1.01 MBEN46 pages
KING COUNTY METRO STRATEGIC PLAN (2015 UPDATE) SERVICE GUIDELINES establish criteria and processes for analyzing and planning changes to the transit...
Download

Download Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition eBooks for free and learn more about Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition. These books contain exercises and tutorials to improve your practical skills, at all levels!

Not satisfied with this document? We have related documents to Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition, try searching with similar keywords: Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition, "Hinder och möjliggörare för 1.5°-livsstilar: Ytliga och djupgående strukturella faktorer som påverkar potentialen för hållbar k, Ändring av genomföranderam för en europeisk plattform för utbyte av balansenergi från frekvensåterställn ingsreserver med manuell, Rekommendationer för vaccination mot covid-19 för särskilda grupper av barn -, förstudie för att utvärdera förutsättningarna att genom en innovationsupphandli ng utveckla en drifttjänst för geoenergilager, Självkänsla och KBT ‐ Påverkas självkänslan vid KBT för depression och ångesttillstånd?Se lf‐esteem and CBT ‐ How does CBT for de, Matglädje för alla: en guide till rätt konsistens för olika behov, Chapter 6 Extending Algebra 6 Extending Algebra

You can download PDF versions of the user's guide, manuals and ebooks about Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition, you can also find and download for free A free online manual (notices) with beginner and intermediate, Downloads Documentation, You can download PDF files (or DOC and PPT) about Programmatic Task Network Planning: Extending Hierarchical HTN for Service Composition for free, but please respect copyrighted ebooks.