Artificial Life Books
Related Subjects: Particle Swarm Art Iterated Prisoner Dilemma Biomimicry Agents Lindenmayer Systems Cellular Automata Distributed Projects Publications
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And the future is...Review Date: 2002-03-14
READ IT BEFORE REVIEWING PLEASEReview Date: 2004-07-06
A hint of the future.....Review Date: 2001-07-28
After a brief introduction to the book in chapter 1, the authors move on to a detailed discussion of the philosophy and approaches used in genetic programming. They list the five steps that must be done before applying a genetic algorithm to a problem and give an overview of the LISP background needed to understand genetic programming. The authors emphasize that the genetic algorithm is probabilistic in nature, with the initial populations, individual selection, and genetic operation chosen at random. They give flowcharts illustrating a typical genetic algorithm and program, and then show executable programs can be automatically created. A very extensive list of references on genetic programming is given at the end of the chapter.
In the next part, the authors discuss how to eliminate the requirement that the programmer specify the architecture in advance to the program to be created. After reviewing some methods that were previously used to make the choice of architecture, the authors move on to describing a set of architecture-altering operations that give an automated method for determining the architectures of evolving programs. The discussion on automatically defined recursion is particularly interesting.
The book then shows how to use the results so far to allow problem-solving to be done using genetic programming, the first one being the rotation of automobile tires and the second being evolving a computer program with the behavior of Boolean even-parity functions. This is followed by a discussion of how to use architecture-altering operations to solve a time-optimal control problem. The most interesting part of this discussion is that it illustrates the important point that disadvantageous actions should be taken in the short term so that the long-term objective can be achieved.
In chapter 14, the ant foraging problem is used to illustrate a form of the (Minsky) multiagent problem and architecture-altering operations. This is followed by discussions on the digit recognition problem and the transmembrane segment identification problem. The authors choose the Fibonacci sequence to illustrate how recursion can be used in solving problems with genetic programming. The necessity of using internal storage is illustrated using the cart centering problem.
The authors then overview the use of the Genetic Programming Problem Solver (GPPS) for automatically creating a computer program to solve a problem. Several problems are examined using this Solver, such as symbolic regression, sorting networks, and the intertwined spirals problem.
The next part then considers the application of genetic programming to the automated synthesis of analog electrical circuits. The authors judge, rightfully, that the design process is one that will be a good judge of automated technique versus one that was done by humans, especially considering the fact that analog design is considered by many to be an "art" rather than a "science". The authors show how to import the SPICE simulation system into the genetic programming system, and discuss how validation of circuit design using this simulator would be done by the genetic programming system. After showing how a low-pass filter may be successfully designed using the genetic programming system, the authors show how with a few changes it can be used to design many different types of circuits. Interestingly, the authors cite the rediscovery by genetic programming of the elliptic filter topology of W. Cauer. Cauer arrived at his discovery via the use of elliptic functions, but the genetic program did not make use of these, but relied solely on the problem's fitness measure and natural selection!
An interesting discussion is also given of the role of crossover in genetic programming by comparing the problem of synthesizing a lowpass filter with and without using crossover. The authors conclude that the crossover operation plays a large contribution to the actual solution of the problem.
Then later, the authors show how genetic programming actually evolved a cellular automata that performs better than a succession of algorithms written by humans in the last two decades. Specifically, they show how genetic programming evolved a rule for the majority classification problem for one-dimensional two-state cellular automata that exceeds the accuracy of all known rules.
Most interestingly, the authors show how genetic programming evolved motifs for detecting the D-E-A-D box family of proteins and for detecting the manganese superoxide dismutase family.
The actual performance and implementation issues involved in genetic programming are discussed in the last two parts of the book. They discuss the computer time needed to yield the 14 instances where they claim that genetic programming has produced results that are competitive with human-produced results.
The authors wrap things up in the last chapter of the book and discuss other instances where genetic programming has succeeded in automatically producing computer programs that are competitive with human-produced results. The evidence they have in the book is impressive but there are a few areas that will be ultimate tests of this approach, the most important being the discovery of new mathematical results or algorithms. It is this area that requires the most creativity on the part of the inventor.
Can computers be creative?Review Date: 1999-12-03
The main hypothesis of the book is that GP is not only the first instance of true automatic programming but also creative to such an extant that it competes with humans in solving very hard problems and therefore the solutions produced by GP can sometimes be called inventions, thus the name "Darwinian Invention Machine". The book starts by listing sixteen proposed attributes of any automatic programming system. The attribute list begins with obvious properties such as the ability to produce entities that can run on a computer, continues by describing components of full computer programs and ends by expressing fuzzier concepts such as applicability, scalability and competitiveness with human-produced results. The authors argue that GP definitely has most of the 16 attributes and at least to some extent possesses the remaining few. The last attribute, human competitive results, is in turn defined by a list of eight properties where each of them gives enough evidence to conclude competitiveness to results produced by the intellect of a human. This list includes concepts such as whether the results are pantentable, publishable in scientific journals or better then best known human solutions. GP3 reports 14 experiments by the authors where the they claim that GP produced results fulfilling one or more of these properties and thus are competitive with that of a skilled human such as an engineer, mathematician, designer or programmer. Examples of results with the "darwinian invention quality" include sorting networks, analogue electrical circuit synthesis and creation of motifs for protein family detection. Pointers are also given to human competitive solutions evolved by other researchers.
Overall there is no question that this is an important book putting the spotlight on one of the peak performing and most promising candidates for the general AI prize. There is no doubt that this book belongs in the standard library of all GP researchers or practitioners. This volumous book is a bit heterogeneous, probably stemming from the fact that is combined from a number of previously published papers with some new material. On the other hand is the volume important documentation of innovative work done by John Koza and his colleagues. In many place numerous pointers to work by other researchers are given but in the end I believe that the book would have a stronger case for presenting the GP state-of-the-art by including more references to similar research by other research groups.
However most important and intriguing thing about this book is the provocative questions raised concerning definitions and claims of human competitive performance, "Darwinian invention" and artificial intelligence - particularly whether we have already passed an important milestone in the history of AI - automatic programming.
Why Should You Buy This Book???Review Date: 2002-01-26

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Decoding the Messages of the PulsarsReview Date: 2008-01-27
I took away from this book, that we are not alone. Whether you beleive in a higher power or not, it's time for our species to understand we are not alone. That the pulsars are understood by us now to possibly be a heavenly highway; the pulsars emitting light pulses much like our directional maps but of a higher sort. Some may be afraid when they realize this. But consider this: We have been alone for as long as our minds can remember and no harm has come to us thus far. It is neither a threat nor a bail out for our threatened planet. Perhaps, that is how we came to be on planet Earth?
Proof of ETs for the super-skepticReview Date: 2007-12-04
A probable danger for humantiyReview Date: 2007-12-18
Pulsars might be a MessageReview Date: 2007-06-07
Interesting but highly improbableReview Date: 2007-12-17
And it is here that I part company with the author. From the inadequacy of the theoretical pulsar models he makes a leap of faith that pulsars are artificial constructs put out there by an extra-terrestial intelligence as warning beacons. And he assures us that the beacons are there to warn us against the next shockwave that comes of the active galactic nucleus.
He tries to make this plausible by pointing out to certain geometric relationships among various pulsars and their positions on the celestial sphere, by invoking probability theory, and by referencing ancient myths. All of that I found rather unhelpful in supporting his initial hypothesis.
I also did not like his specific usage of probability theory; I think that his treatment was too simple. He had to have developed different statistical hypothesis and then computed their likelihoods. Calculations in the same spirit as his could be used to claim that life was artificially created on Earth. I think the only reliable conclusion that he can draw is that the pulsars are not random phenomena (they do not conform to a Gaussian distribution) but neither does the distribution of galaxies in the cosmos and no one is yet suggesting that they (the galaxies) were put there by an extra-terrestrial intelligence!
Furthermore, to substantiate his initial hypothesis that pulsars are artificial warning beacons he takes detours into crop circles, phase-conjugate mirrors, UFOs, and a number of other subjects. Moreover, his hypothesis leads inexorably to the conclusion that the beacons are designed to warn Earthlings since none of the geometric relations that he has discussed will hold for any other location except the Earth vicinity. Then he is forced to entertain the idea that the aliens had visited Earth tens of thousands of years ago and decided to put the pulsars into their current locations to warn us of the next cosmic ray burst from the galactic core. So he has to assume more and more implausible things to sustain his initial hypothesis.
I cannot credit any of that for surely the beings who could build the pulsars could have encoded messages in the signals themselves rather than solely relying on the human observers' recognition of geometrical relationship in their position. And there is no message that anyone has yet discovered in these signals.
On the positive side, I learnt several new things reading this book; all having to do with solid scientific results. I learnt of Pulsars and their properties, I learnt how the ice core samplings have let us to discover the cosmic ray waves that come out of the galactic core every 13,000 years or so and their effect on the global climate, and I learnt of phase-conjugate mirrors in non-linear optics.
In fact, the precision of the pulsar periods and their glitches very much reminded me of the precisions and plateaus of the Quantum Hall Effect and the Fractional Quantum Hall Effect in Quantum Liquids with magnetic fields - and a neutron star is a quantum liquid with trapped magnetic fields within and around it. It might be possible to build better models that use the Quantum Hall Effect and the Fractional Quantum Hall Effect.
Many years ago, I read a science-fiction story in which the protagonist comes across a gigantic communication grid in space and follows the direction of the beam to a nearby globular cluster. Which makes me wonder if the globular clusters are also artificial; that clever extraterrestrials are pulling these stars together and keeping them in there as sort of a flotilla of civilized worlds? Well, if you like wondering about things like that (as I do from time to time) then the non-science part of this book is for you.

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A man with a visionReview Date: 2005-02-08
An intriguing survey of changing images of civil rightsReview Date: 2002-06-05
Almost achieves coherence, but not quiteReview Date: 2002-04-01
There are so many serious topics to deal with in the area of our current and future relation to technology - when will someone write a coherent book addressing them?? While this book is an occasionally enjoyable read, in the end it can't be taken all that seriously.
Half of a dissapointmentReview Date: 2006-03-24
One aspect of this book that struck me is that nearly everything Gray discusses seems to be along the lines of either common sense of common knowledge to the type of person who would be reading this book in the first place. It is useful as a reference material to springboard off of and steal a few quotes, or perhaps a simple overview of some of the politics of a technological society, but not much more.
By the end of this book, one is tired of the completely over-used word "cyborg"; as it seems to apply to nearly everything and everyone in today's society; as well as Gray's frequent references to the late Christopher Reeves. Like so many movies today, this book is worth a borrow, but I wouldn't plop down my hard earned money for it. If you are looking for in-depth research surrounding the technolgy of cyborgs, look elsewhere.
Call Me CyborgReview Date: 2001-10-24
He explores a variety of different areas where political thinking has either been ineffective or brushed aside by the exigencies of technoscience and capitalism: Frankenfoods, franken-species, cloning, in-vitro fertilization practices are all covered, as are transgendering and cyborgization in pursuit of sexual fulfillment. He does equal justice to all the complexities these collisions entail. That's why I didn't give the book the full 5 stars, actually, because not all these topics deserve examination at the same length. But that's a minor complaint, of course.
After reading Cyborg Citizen you will find examples of cyborgs everywhere. Of course, as tool users and builders and putterers, we've always been cyborgs -- as much shaped by our tools as the things we've shaped with them -- but the recognition of this fact and how it plays out across the realms of the civic, the economic, the scientific and technological as described in Cyborg Citizen will show the reader how far we are from Rousseau's state of nature -- if indeed there ever was such a place -- but that we may not have much further to go before the tools and cyborgs we build remake the world into place where we would not choose to live, indeed, a world where we may not be able to live. Not anti-techoscience, but rather, pro-thoughtful technoscience, Gray lays out the conundrums simply and argues that to be only pro or anti-techoscience is a luxury we cannot afford. Ultimately, he argues that as cyborgs we have to start thinking about what that really means.

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Most Accessible Introduction to TuringReview Date: 2005-08-21
A collection of Turing's papersReview Date: 2005-03-01
An excellent edition, long overdueReview Date: 2005-10-25
a long overdue bookReview Date: 2005-09-12
Turing's papers are interleaved with chapters by Copeland that give extra context to the times in which Turing lived. Notably on Turing's crucial contribution to the Enigma project at Bletchley Park during World War 2. It is no exaggeration to say that his insight into decoding the German encryptions saved the lives of thousands of Allied soldiers.
Valuable also is a reprinting of Turing's "Treatise on the Enigma", which was only declassified in 1996. Though by then, its essence had been known for decades. Finally, the book lets you read Turing's words on Enigma.
A valuable addition in paraphrasing TuringReview Date: 2005-03-22
I shelve this book next to Knuth's "The Art of Computer Programming" which may state what it's worth.

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Computers and evolutionReview Date: 2000-06-19
I have purchased multiple copies of this book because I have "loaned" my copies to people interested in computational evolution. When I leave administration, I would like to teach a course in evolution, and if it is not too far in the future, I will require this book as outside reading.
Computers and evolutionReview Date: 2000-06-19
I have purchased multiple copies of this book because I have "loaned" my copies to people interested in computational evolution. When I leave administration, I would like to teach a course in evolution, and if it is not too far in the future, I will require this book as outside reading.
misleading titleReview Date: 2000-03-02
for the Biology Scientist who wants to make computer modelsReview Date: 2001-07-18
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A great bookReview Date: 1999-12-02
I wanna be like you (Hackers)Review Date: 1999-05-17
ExcellentReview Date: 1999-12-01
An excellent study of the basis of evolutionReview Date: 1997-11-30

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mechanical humans: an ironic look Review Date: 2007-07-28
Many diverse facts little synthesisReview Date: 2005-01-07
An Anecdotal, Quirky HistoryReview Date: 2003-07-29
Fascinating read.Review Date: 2003-03-05
Eighteenth-Century Chess-Playing Machine by Tom Standage. Equally strange & pleasurable.


An excellent textbook for this rapidly changing field.Review Date: 1998-08-24
At times cryptic, but nevertheless marvellousReview Date: 2000-06-02
I should warn: it's not a book I could read through in an afternoon, by any means. At times the descriptions are a little cryptic, so that I had to work at understanding what was being said. But the effort I had to put in was always rewarded with greater understanding. Thank you, Chris Adami.
Great Content, Author Can't Explain Clearly ThoughReview Date: 2000-11-14
Hard ScienceReview Date: 2000-05-10

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A Review of BrainmakersReview Date: 2002-09-05
intelligence suitable for the lay reader. More technical
introductions exist in the form of the many good textbooks
on AI.
Brainmaker is a fun read but I do have a few criticisms.
Freedman distinguishes "old time" "good old fashioned AI"
g.o.f.a.i. from what he dubs "nature AI." I believe that he
has simply cobbled together some ideas and that his "nature
AI" does not exist as a coherent project.
Freedman seems to think that gofai was not modeled after
nature. I do not agree. Newell studied how people reasoned,
Boole was building a logic of how people think, and Rosenblatt
had real neural nets in mind. It is also inaccurate to call
gofai a failure. Sure there are lots of things that people
can do that computers can't. But there is also a long and
growing list of what computers can do and people can not. AIs
are good a modus tollens, humans are not. AIs are good at
long chains of reasoning and with negated terms, humans are not.
Computers can handle spaces having many dimensions, humans find
it hard to handle 3. Computers are good at probability and
math, people are not. And the list goes on and on.
Freedman's "nature AI" does not exist as a real AI subfield.
He has simply grouped together a number of new ideas, some good,
some bad. He also spends too much time on biology. If
there is any evidence that intelligence requires "wetwear" such
evidence is not presented in the book.
An excellent and fascinating read for any sci-fi fan...Review Date: 1999-07-21

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OK, but not greatReview Date: 2004-02-01
You will most likely give this book a `5' if you are interested in IPMC but otherwise the local university library is the best bet for studying this exciting subject.
The Final FrontierReview Date: 2002-04-19
Related Subjects: Particle Swarm Art Iterated Prisoner Dilemma Biomimicry Agents Lindenmayer Systems Cellular Automata Distributed Projects Publications
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Reach the automatic programming level is a revolution that will affect the way things are done today.
In a very cientifyc way, the book shows all the aspects of how to get ready for this evolution.