Distributed
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Great Book
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A Historic Milestone: A book for AI and machine learningIn a word without exaggeration, the importance of this book to connectionist and AI researchers is like the Bible to Christians. Read it, enjoy it, once and again.

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Great book for learning how to go about building a PB4 App
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Una forma sencilla de aprender lo basico de power builder
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interesting & clearly writtenIn the first 5 chapters this book gives a thorough understanding of exact inference in Bayesian networks.
In the 6th chapter Y. Xiang introduces Multiply Sectioned Bayesian networks (MSBN), a knowledge representation formalism for probabilistic inference in multi-agent systems. He clearly informs the reader of the constraints that are associated with MSBNs and how they are the unevitable consequence of a few high level choices.
Some of the choices are:
- the beliefs of the agents are represented by probabilities
- the internal representation of an individual agent is a DAG
- the least amount of communication between agents possible
Some of the contraints that follow from these choices are:
- a hypertree agent organisation which prevents agents from communicating with any other agent
- only communication between agents on variables they share between their local models
In subsequent chapters the author introduces algorithms for cooperative, distributed probabilistic inference. First how to compile an MSBN to a linked junction forest (= the multi-agent version of a junction tree) through moralization, triangulation, and the construction of linkage trees. Then, how to perform the actual probabilistic inference in such a linked junction forest.
In the 9th chapter algorithms are shown that allow to verify whether a structure does not violate the constraints imposed by the MSBN paradigm.
Finally, in the last chapter Xiang gives an overview of all the possible extensions and future work, such as dynamic formation, learning, negotiation etc.
The book is clearly written and very understandable, even for people with little knowledge of probabilistic reasoning. In my opinion this is because of the clear and not unnecessarily complicated language and because throughout the entire book the same example is used (monitoring of digital circuits ).
A few points of critique are that some more space could have been devoted to possible applications and related work.
To conclude, a very interesting and clear book on a new and promising paradigm, suited for everyone interested in Bayesian networks and multi-agent systems.

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The best kind of revisionist film criticism.Forgacs takes as his starting point Italo Calvino's remark that neo-realist works about the resistance were not 'direct representations of events in reality' but 'textual elaborations of already represented events'. Although the major stories depicted in the film - the street murder of a pregnant woman, the torture of a communist resistant, the execution of a dissident priest - were based on real events, they had already been mythologised in oral accounts, newspaper articles, diaries, paintings, sculptures etc., which representations Rossellini synthesised in his film.
More damagingly, the myth of Resistance offered in 'Rome Open City', which Forgacs suggests was necessary to displace collective guilt and anger as well as provide Romans with a narrative of unity and memory, evades or distorts the more troubling aspects of the Occupation - the natives' 20-year complicity with the Fascist regime; the collaboration of the Fascist police and their network of spies with the brutalities of the Germans; the silences and compromises of the Church. The deportations of the Jews, for instance, are not even mentioned. The 'patriotic myth' was also a way for Rossellini to atone for his own Fascist past, having directed three features for the army.
This is not to suggest that Forgacs simply demolishes the film, which was immensely influential and is still the director's most accessible work. After all, Rossellini himself later disowned the more manipulative and melodramatic aspects of thw work, which were incompatible with his more austere and viewer-challenging later films. By offering a detailed historical and cultural context; by recreating the conditions of the film's conception, production and contemporary reception; and by analysing the film's techniques and themes (most brilliantly in his discussion of urban space, the different uses made of it by occupiers and resisters), as well as the 'polluted' (Rossellini's own phrase) ideology that informs the pretensions to objectivity (in particular the demonising of 'bad' sexuality), Forgacs replaces the monolithically 'important' and 'truthful' film of legend with something much more complex, contradictory and intellectually satisfying.

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Excellent high level overview
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Loaded with excellent information
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Advanced treatment of advanced topicsThe papers in this book are based on presentations given at two ECOOP'98 workshops: the Workshop on Distributed Object Security and the Workshop on Mobility: Secure Internet Mobile Computation. Unlike many books that are based on workshops and lecture notes, this one is more practical than academic. I like the fact that XML and Java are covered, and found the papers that deal with access controls filled with useful information. The paper by Blaze, Feigenbaum, Ioannidis, and Keromytis on the role of trust management in distributed systems, and Roth's paper on mutual protection of cooperating agents gave information that me and my team used to solve a design problem.
Like most collections of computer science lecture notes the writing is vastly different from more popular books, but the information is there if you're willing to dig through dry writing. Also, this book is not for programmers who either don't have a computer science degree or are not familiar with computer science and software engineering.


A feast for the silent film fan