Integrating scientific knowledge with machine learning for engineering and environmental systems
There is a growing consensus that solutions to complex science and engineering problems
require novel methodologies that are able to integrate traditional physics-based modeling …
require novel methodologies that are able to integrate traditional physics-based modeling …
A hybrid science‐guided machine learning approach for modeling chemical processes: A review
This study presents a broad perspective of hybrid process modeling combining the scientific
knowledge and data analytics in bioprocessing and chemical engineering with a science …
knowledge and data analytics in bioprocessing and chemical engineering with a science …
[HTML][HTML] Modern language models refute Chomsky's approach to language
ST Piantadosi - From fieldwork to linguistic theory: A tribute to …, 2023 - books.google.com
Modern machine learning has subverted and bypassed the theoretical framework of
Chomsky's generative approach to linguistics, including its core claims to particular insights …
Chomsky's generative approach to linguistics, including its core claims to particular insights …
[PDF][PDF] Integrating physics-based modeling with machine learning: A survey
There is a growing consensus that solutions to complex science and engineering problems
require novel methodologies that are able to integrate traditional physics-based modeling …
require novel methodologies that are able to integrate traditional physics-based modeling …
Induction of decision trees
JR Quinlan - Machine learning, 1986 - Springer
The technology for building knowledge-based systems by inductive inference from
examples has been demonstrated successfully in several practical applications. This paper …
examples has been demonstrated successfully in several practical applications. This paper …
[图书][B] Cognitive design for artificial minds
A Lieto - 2021 - taylorfrancis.com
Cognitive Design for Artificial Minds explains the crucial role that human cognition research
plays in the design and realization of artificial intelligence systems, illustrating the steps …
plays in the design and realization of artificial intelligence systems, illustrating the steps …
Data preprocessing and intelligent data analysis
A Famili, WM Shen, R Weber… - Intelligent data …, 1997 - content.iospress.com
This paper first provides an overview of data preprocessing, focusing on problems of real
world data. These are primarily problems that have to be carefully understood and solved …
world data. These are primarily problems that have to be carefully understood and solved …
FOIL: A midterm report
JR Quinlan, RM Cameron-Jones - … Learning Vienna, Austria, April 5–7 …, 1993 - Springer
FOIL is a learning system that constructs Horn clause programs from examples. This paper
summarises the development of FOIL from 1989 up to early 1993 and evaluates its …
summarises the development of FOIL from 1989 up to early 1993 and evaluates its …
DENDRAL: a case study of the first expert system for scientific hypothesis formation
RK Lindsay, BG Buchanan, EA Feigenbaum… - Artificial intelligence, 1993 - Elsevier
The DENDRAL Project was one of the first large-scale programs to embody the strategy of
using detailed, task-specific knowledge about a problem domain as a source of heuristics …
using detailed, task-specific knowledge about a problem domain as a source of heuristics …