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Table of Contents
Intro
Preface
Organization
Contents
AI4IS
Artificial Intelligence for Industry and Societies
Estimating the Temperature on the Reinforcing Bars of Composite Slabs Under Fire Conditions
1 Introduction
2 Transient Thermal Problem
2.1 Physical Multidomains
2.2 Boundary Conditions Corresponding to a Standard Fire
2.3 Analytical Method Provided by the Standard Eurocode
3 Improving the Analytical Method with Numerical Results
3.1 Computational Solution by Finite Elements Method
3.2 Improving the New Proposal with an Optimization Method
3.3 Improving the New Proposal by the Linear Least Squares Method
3.4 Comparison of the Results
4 Conclusion
References
Hierarchically Structured Scheduling and Execution of Tasks in a Multi-agent Environment
1 Introduction
2 Related Work
2.1 Resource Management
2.2 Hierarchical Reinforcement Learning
3 Background
3.1 Markov Decision Problems
3.2 Reinforcement Learning
3.3 Multi-agent Markov Decision Problems
3.4 Multi-agent Reinforcement Learning
3.5 Hierarchical Reinforcement Learning
4 Problem Setting
4.1 High-Level
4.2 Low-Level
4.3 Implementation Details
5 Evaluation
5.1 Environment Settings
5.2 Experimental Results
5.3 Additional Experiments
6 Conclusion
References
AIL
Artificial Intelligence and Law
Content-Based Lawsuits Document Image Retrieval
1 Introduction
2 Proposal
3 Application
3.1 Contextualization and Database
3.2 Preprocessing and Feature Extraction
3.3 Similarity Calculation and Result Presentation
4 Experiments
4.1 CNN's Choice
4.2 Hybrid Algorithm Evaluation
5 Conclusion
References
Lawsuits Document Images Processing Classification
1 Introduction
2 Related Work
3 Background
4 Proposal
4.1 Preprocessing
4.2 Classification
5 Experiment
5.1 Preprocessing
5.2 Classification
6 Conclusion
References
A Rapid Semi-automated Literature Review on Legal Precedents Retrieval
1 Introduction
2 Materials and Methods
2.1 Rapid Reviews
2.2 Literature Review Automation
2.3 Keyword Identification
2.4 Electronic Databases and Eligibility Criteria
2.5 Data Extraction and Pre-processing
2.6 Screening Based on Keyword Frequency
2.7 Topic Modelling for Eligibility
2.8 Full-Text Screening for Inclusion
3 Results
3.1 Descriptive Analytics
3.2 Content Analysis
4 Discussion
4.1 RQ1 (How has the Task of Automating the Identification of Previous Relevant Cases been Addressed by the Researchers?) and RQ2 (What Types of Techniques are Covered in the Reviewed Studies?)
4.2 RQ3: What are the Most Promising Strategies and Research Gaps in Automating the Retrieval of Legal Precedents?
5 Conclusions, Limitations, and Future Research
References
The European Draft Regulation on Artificial Intelligence: Houston, We Have a Problem
Preface
Organization
Contents
AI4IS
Artificial Intelligence for Industry and Societies
Estimating the Temperature on the Reinforcing Bars of Composite Slabs Under Fire Conditions
1 Introduction
2 Transient Thermal Problem
2.1 Physical Multidomains
2.2 Boundary Conditions Corresponding to a Standard Fire
2.3 Analytical Method Provided by the Standard Eurocode
3 Improving the Analytical Method with Numerical Results
3.1 Computational Solution by Finite Elements Method
3.2 Improving the New Proposal with an Optimization Method
3.3 Improving the New Proposal by the Linear Least Squares Method
3.4 Comparison of the Results
4 Conclusion
References
Hierarchically Structured Scheduling and Execution of Tasks in a Multi-agent Environment
1 Introduction
2 Related Work
2.1 Resource Management
2.2 Hierarchical Reinforcement Learning
3 Background
3.1 Markov Decision Problems
3.2 Reinforcement Learning
3.3 Multi-agent Markov Decision Problems
3.4 Multi-agent Reinforcement Learning
3.5 Hierarchical Reinforcement Learning
4 Problem Setting
4.1 High-Level
4.2 Low-Level
4.3 Implementation Details
5 Evaluation
5.1 Environment Settings
5.2 Experimental Results
5.3 Additional Experiments
6 Conclusion
References
AIL
Artificial Intelligence and Law
Content-Based Lawsuits Document Image Retrieval
1 Introduction
2 Proposal
3 Application
3.1 Contextualization and Database
3.2 Preprocessing and Feature Extraction
3.3 Similarity Calculation and Result Presentation
4 Experiments
4.1 CNN's Choice
4.2 Hybrid Algorithm Evaluation
5 Conclusion
References
Lawsuits Document Images Processing Classification
1 Introduction
2 Related Work
3 Background
4 Proposal
4.1 Preprocessing
4.2 Classification
5 Experiment
5.1 Preprocessing
5.2 Classification
6 Conclusion
References
A Rapid Semi-automated Literature Review on Legal Precedents Retrieval
1 Introduction
2 Materials and Methods
2.1 Rapid Reviews
2.2 Literature Review Automation
2.3 Keyword Identification
2.4 Electronic Databases and Eligibility Criteria
2.5 Data Extraction and Pre-processing
2.6 Screening Based on Keyword Frequency
2.7 Topic Modelling for Eligibility
2.8 Full-Text Screening for Inclusion
3 Results
3.1 Descriptive Analytics
3.2 Content Analysis
4 Discussion
4.1 RQ1 (How has the Task of Automating the Identification of Previous Relevant Cases been Addressed by the Researchers?) and RQ2 (What Types of Techniques are Covered in the Reviewed Studies?)
4.2 RQ3: What are the Most Promising Strategies and Research Gaps in Automating the Retrieval of Legal Precedents?
5 Conclusions, Limitations, and Future Research
References
The European Draft Regulation on Artificial Intelligence: Houston, We Have a Problem