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Neuro Symbolic Reasoning and Learning
  • Language: en
  • Pages: 125

Neuro Symbolic Reasoning and Learning

This book provides a broad overview of the key results and frameworks for various NSAI tasks as well as discussing important application areas. This book also covers neuro symbolic reasoning frameworks such as LNN, LTN, and NeurASP and learning frameworks. This would include differential inductive logic programming, constraint learning and deep symbolic policy learning. Additionally, application areas such a visual question answering and natural language processing are discussed as well as topics such as verification of neural networks and symbol grounding. Detailed algorithmic descriptions, example logic programs, and an online supplement that includes instructional videos and slides provid...

Lions 320C District Directory
  • Language: en
  • Pages: 450

Lions 320C District Directory

Print Edition of Lions District 320C for the Centenary year 2017-18 , was released by District Governor PMJF Lion B.Venkateswara Rao. It contains complete lionistic information on the District, Lions International etc. Gives entire details on its Clubs, Club Officials, Z C, RC, Core Cabinet, D G Team etc like Address, Communication numbers etc. This Digital Edition is an exact copy of the book for reading in Mobile Phones and eReaders. The print edition in 450+ pages is heavy and difficult to handle. So this Digital Edition enables portability of the contents of the book, through the Mobile Phones every Lion Carry.

The Truth of the Life of this World
  • Language: en
  • Pages: 218

The Truth of the Life of this World

None

Hung by the Tongue
  • Language: en

Hung by the Tongue

None

Markov Decision Processes and the Belief-Desire-Intention Model
  • Language: en
  • Pages: 68

Markov Decision Processes and the Belief-Desire-Intention Model

In this work, we provide a treatment of the relationship between two models that have been widely used in the implementation of autonomous agents: the Belief DesireIntention (BDI) model and Markov Decision Processes (MDPs). We start with an informal description of the relationship, identifying the common features of the two approaches and the differences between them. Then we hone our understanding of these differences through an empirical analysis of the performance of both models on the TileWorld testbed. This allows us to show that even though the MDP model displays consistently better behavior than the BDI model for small worlds, this is not the case when the world becomes large and the MDP model cannot be solved exactly. Finally we present a theoretical analysis of the relationship between the two approaches, identifying mappings that allow us to extract a set of intentions from a policy (a solution to an MDP), and to extract a policy from a set of intentions.

Diffusion in Social Networks
  • Language: en
  • Pages: 101

Diffusion in Social Networks

  • Type: Book
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  • Published: 2015-09-16
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  • Publisher: Springer

This book presents the leading models of social network diffusion that are used to demonstrate the spread of disease, ideas, and behavior. It introduces diffusion models from the fields of computer science (independent cascade and linear threshold), sociology (tipping models), physics (voter models), biology (evolutionary models), and epidemiology (SIR/SIS and related models). A variety of properties and problems related to these models are discussed including identifying seeds sets to initiate diffusion, game theoretic problems, predicting diffusion events, and more. The book explores numerous connections between social network diffusion research and artificial intelligence through topics such as agent-based modeling, logic programming, game theory, learning, and data mining. The book also surveys key empirical results in social network diffusion, and reviews the classic and cutting-edge research with a focus on open problems.

Data-driven Generation of Policies
  • Language: en

Data-driven Generation of Policies

  • Type: Book
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  • Published: 2014-01-04
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  • Publisher: Springer

This Springer Brief presents a basic algorithm that provides a correct solution to finding an optimal state change attempt, as well as an enhanced algorithm that is built on top of the well-known trie data structure. It explores correctness and algorithmic complexity results for both algorithms and experiments comparing their performance on both real-world and synthetic data. Topics addressed include optimal state change attempts, state change effectiveness, different kind of effect estimators, planning under uncertainty and experimental evaluation. These topics will help researchers analyze tabular data, even if the data contains states (of the world) and events (taken by an agent) whose ef...

Cyber Deception
  • Language: en
  • Pages: 312

Cyber Deception

  • Type: Book
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  • Published: 2016-07-15
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  • Publisher: Springer

This edited volume features a wide spectrum of the latest computer science research relating to cyber deception. Specifically, it features work from the areas of artificial intelligence, game theory, programming languages, graph theory, and more. The work presented in this book highlights the complex and multi-facted aspects of cyber deception, identifies the new scientific problems that will emerge in the domain as a result of the complexity, and presents novel approaches to these problems. This book can be used as a text for a graduate-level survey/seminar course on cutting-edge computer science research relating to cyber-security, or as a supplemental text for a regular graduate-level course on cyber-security.

Logic-Based Artificial Intelligence
  • Language: en
  • Pages: 600

Logic-Based Artificial Intelligence

The use of mathematical logic as a formalism for artificial intelligence was recognized by John McCarthy in 1959 in his paper on Programs with Common Sense. In a series of papers in the 1960's he expanded upon these ideas and continues to do so to this date. It is now 41 years since the idea of using a formal mechanism for AI arose. It is therefore appropriate to consider some of the research, applications and implementations that have resulted from this idea. In early 1995 John McCarthy suggested to me that we have a workshop on Logic-Based Artificial Intelligence (LBAI). In June 1999, the Workshop on Logic-Based Artificial Intelligence was held as a consequence of McCarthy's suggestion. Th...

Lions 317A District Directory
  • Language: en
  • Pages: 300

Lions 317A District Directory

PMJF Lion G P Divakar, Governor of Lions District 317A, released Printed Lions Directory for the Centenary Year 2017-18. It contains all the Lionistic information on the Lions, Lion Leaders, Clubs, Zones and Regions in the District 317A. This Digital Edition is a replica of the Printed Book, for portability of information, for reading in Mobile Phones and eReaders.