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Improving Automated Planning with Machine Learning


Improving Automated Planning with Machine Learning

The chapter collects the last Machine. Learning techniques for assisting automated planners classified in: techniques for the improvement of the planning search ...

Improving Automated Planning with Machine Learning - IGI Global

This chapter reports the last machine learning techniques for the assistance of automated planning. Recent discoveries in automated planning have opened the ...

Improving Automated Planning with Machine Learning

The chapter collects the last machine learning techniques for assisting automated planners classified in: techniques for the improvement of the planning search ...

Improving Automated Planning with Machine Learning - OUCI

This chapter reports the last machine learning techniques for the assistance of automated planning. Recent discoveries in automated planning have opened the ...

Automated Planning in AI - GeeksforGeeks

Automated planning is one of the main areas of knowledge representation and reasoning in AI, which allows the machines to make adequate ...

Improving automated planning with machine learning | Request PDF

This chapter reports the last machine learning techniques for the assistance of automated planning. Recent discoveries in automated planning have opened the ...

A review of machine learning for automated planning

In these problematic domains, planners can exploit domain-specific control knowledge to improve their performance in terms of both speed and quality of the ...

(PDF) A review of machine learning for automated planning

This paper reviews recent techniques in machine learning for the automatic definition of planning knowledge. It has been organized according to ...

Learning-assisted automated planning: - Subbarao Kambhampati

Research in the area of machine learning goes back at least as far as 1959, with Arthur Samuel's checkers playing program that improved its performance through.

Tutorial on AI Planning: Theory and Practice

AI Planning is a long standing sub-area of AI, dealing with sequential decision making, a sister field to Reinforcement Learning. Mature industrial applications ...

Combining Machine Learning and Automated Planning Methods for ...

This hybridisation between Automatic Planning in Artificial Intelligence and Machine Learning ensures the robustness, adaptability, and resilience of the fleet ...

Automated Planning: Revolutionizing Efficiency in Business ... - Motion

Automated planning is one branch of AI that continues to evolve rapidly, driven by advances in machine learning and computing power. From ...

Learning to Select Goals in Automated Planning with Deep-Q ... - arXiv

The results of our experiments show how our approach is able to exploit the synergy between Automated Planning and Reinforcement Learning, improving the ...

Reformulation techniques for automated planning: a systematic review

The most relevant published work is a survey of machine learning methods for automated planning (Jiménez et al., ... Improving planning performance in PDDL+ ...

How Businesses Can Use AI Applications To Boost Planning

Such agents can proactively address exceptions and continuously improve the planning process through self-learning and feedback from the supervising planner.

Using Automated Planning for Improving Data Mining Pro- cesses

WEKA (Witten & Frank 2005) is a collection of machine learning algorithms to perform DM tasks. It incorporates the WEKA Knowledge Flow, that allows to build a ...

Automated Planning | Artificial Intelligence Center | CTU Prague

Integration of domain-specific solvers to improve the efficiency of ... The use of machine learning techniques in planning and ...

Naman Adep's Post - LinkedIn

This paper explores the use of Deep-Q Learning (DQL) to enhance automated planning by improving the selection of goals, aiming to make planning systems more ...

Exploring the Synergy between Two Modular Learning Techniques ...

In this paper, we consider two machine learning techniques for planner performance improvement, and exploit a modular approach to their ...

A pilot study of machine-learning based automated planning for ...

In this study, we developed and evaluated an automated machine-learning RT planning method for children and adults with brain tumours.