Aaron M. Roth, Dinesh Manocha, Ram D. Sriram, Elham Tabassi
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 19-Mar-2024, EPUB+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031475184)
This book surveys the state of the art in explainable and interpretable reinforcement learning (RL) as relevant for robotics. While RL in general has grown in popularity and been applied to increasingly complex problems, several challenges have imped...Loe edasi...
Aaron M. Roth, Dinesh Manocha, Ram D. Sriram, Elham Tabassi
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 19-Mar-2024, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031475184)
This book surveys the state of the art in explainable and interpretable reinforcement learning (RL) as relevant for robotics. While RL in general has grown in popularity and been applied to increasingly complex problems, several challenges have imped...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 20-Feb-2023, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031210037)
This book discusses the two fundamental elements that underline the science and design of artificial intelligence (AI) systems: the learning and acquisition of knowledge from observational data, and the reasoning of that knowledge together with whate...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 20-Feb-2023, EPUB+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031210037)
This book discusses the two fundamental elements that underline the science and design of artificial intelligence (AI) systems: the learning and acquisition of knowledge from observational data, and the reasoning of that knowledge together with whate...Loe edasi...
Graphical models (e.g., Bayesian and constraint networks, influence diagrams, and Markov decision processes) have become a central paradigm for knowledge representation and reasoning in both artificial intelligence and computer science in general. Th...Loe edasi...
Lifelong Machine Learning (or Lifelong Learning) is an advanced machine learning paradigm that learns continuously, accumulates the knowledge learned in previous tasks, and uses it to help future learning. In the process, the learner becomes more and...Loe edasi...
Hamed Mirzaei, Neda Rahimian, Hamid Reza Mirzaei, Javid Sadri Nahand, Michael R. Hamblin
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 08-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031791789)
Machine learning and artificial intelligence (AI) are powerful tools that create predictive models, extract information, and help make complex decisions. They do this by examining an enormous quantity of labeled training data to find patterns too com...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 04-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031791673)
Reinforcement learning is a powerful tool in artificial intelligence in which virtual or physical agents learn to optimize their decision making to achieve long-term goals. In some cases, this machine learning approach can save programmers time, outp...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015885)
Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015434)
Multiagent systems is an expanding field that blends classical fields like game theory and decentralized control with modern fields like computer science and machine learning. This monograph provides a concise introduction to the subject, covering th...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015557)
Human computation is a new and evolving research area that centers around harnessing human intelligence to solve computational problems that are beyond the scope of existing Artificial Intelligence (AI) algorithms. With the growth of the Web, human c...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015861)
Logic Programming is a style of programming in which programs take the form of sets of sentences in the language of Symbolic Logic. Over the years, there has been growing interest in Logic Programming due to applications in deductive databases, autom...Loe edasi...
Qiang Yang, Yang Liu, Yong Cheng, Yan Kang, Tianjian Chen, Han Yu
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015854)
How is it possible to allow multiple data owners to collaboratively train and use a shared prediction model while keeping all the local training data private Traditional machine learning approaches need to combine all data at one location, typically...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015700)
Learning from Demonstration (LfD) explores techniques for learning a task policy from examples provided by a human teacher. The field of LfD has grown into an extensive body of literature over the past 30 years, with a wide variety of approaches for...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015694)
General game players are computer systems able to play strategy games based solely on formal game descriptions supplied at "e;runtime"e; (n other words, they dont know the rules until the game starts). Unlike specialized game players, such a...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015687)
Judgment aggregation is a mathematical theory of collective decision-making. It concerns the methods whereby individual opinions about logically interconnected issues of interest can, or cannot, be aggregated into one collective stance. Aggregation p...Loe edasi...
Francesca Rossi, Kristen Brent Venable, Toby Walsh
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015564)
Computational social choice is an expanding field that merges classical topics like economics and voting theory with more modern topics like artificial intelligence, multiagent systems, and computational complexity. This book provides a concise intro...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015915)
Learning to solve sequential decision-making tasks is difficult. Humans take years exploring the environment essentially in a random way until they are able to reason, solve difficult tasks, and collaborate with other humans towards a common goal. Ar...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015816)
Lifelong Machine Learning, Second Edition is an introduction to an advanced machine learning paradigm that continuously learns by accumulating past knowledge that it then uses in future learning and problem solving. In contrast, the current dominant...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 01-Jun-2022, PDF+DRM, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031015823)
The ubiquitous challenge of learning and decision-making from rank data arises in situations where intelligent systems collect preference and behavior data from humans, learn from the data, and then use the data to help humans make efficient, effecti...Loe edasi...
