neuron-request@HPLABS.HPL.HP.COM ("Neuron-Digest Moderator Peter Marvit") (02/10/90)
Neuron Digest Friday, 9 Feb 1990 Volume 6 : Issue 10 Today's Topics: Administrivia re: Emperor's New Mind... Re: ridiculous price Upcoming talk at BBN of interest Reply from NETtalk's author Neural Net inputs... Neural Net Course PSYCOLOQUY editorial SAB90 Call for Papers Research Positions at MITRE EURASIP Workshop on NN - Emergency announcement Send submissions, questions, address maintenance and requests for old issues to "neuron-request@hplabs.hp.com" or "{any backbone,uunet}!hplabs!neuron-request" Use "ftp" to get old issues from hplpm.hpl.hp.com (15.255.176.205). ------------------------------------------------------------ Subject: Administrivia From: "Neuron-Digest Moderator -- Peter Marvit" <neuron@hplabs.hp.com> Date: Fri, 09 Feb 90 17:53:08 -0800 As regular readers know, I try to batch "announcements" and "discussion" separately, so that any one Digest is just one flavour. However, I'm trying a slightly new tack to cope with the considerable volume generated by the USENET group (from which many postings come). I will be giving priority to messages sent directly to <neuron-request@hplabs.hp.com> and will fill Digests with these first. Often, timely announcements (as one below), need to get out where they might have languished in an electronic backwater in the past. Further, I want to encourage more "discusion" amongst subscribers (hint, hint). Another practical note: Please notify me if you move, or if your email address will cease for any reason. If mail bounces with "no such user or address," I unceremoniously delete that name from the mailing list. In general, I try to trace other mail problems. -Peter : Peter Marvit, Neuron Digest Moderator : Courtesy of Hewlett-Packard Labs in Palo Alto, CA 94304 (415) 857-6646 : neuron-request@hplabs.hp.com OR {any backbone}!hplabs!neuron-request ------------------------------ Subject: re: Emperor's New Mind... From: dank@moc.Jpl.Nasa.Gov (Dan Kegel) Date: Fri, 02 Feb 90 14:42:46 -0800 Roger Penrose writes: > In my book I ... suggest that the outward manifestations of conscious > mental activity cannot even be properly simulated by calculation. A wag once said, When great scientists say something is possible, they're often right, but when they say something is impossible, they're usually wrong. I don't trust philosophers who claim that brains have a magic that computers can't copy; makes me think they've been spending too much time up in their towers of ivory. - Dan Kegel [[ Editor's note: Hmmm, see also Searle's basic tenet that a simulation is not the thing itself and that thinking/consciousness is the behaviour of "brain"; a simulation of thinking cannot, no matter how detailed the computation, have the same properties. Or do I misunderstand Searle (and Penrose?). Nah, that's impossible. -PM ]] ------------------------------ Subject: Re: ridiculous price From: william stevenson <wstevens@uceng.UC.EDU> Date: Fri, 02 Feb 90 18:13:40 -0500 Sounds crazy to me. Can't you get it directly yourself? IJCNN-90 cost about $40; is available from LEA Publishers, 365 Broadway, Hillsdale, NJ 07642, USA. Phone (201) 666-4110. William ------------------------------ Subject: Upcoming talk at BBN of interest From: aboulang@WILMA.BBN.COM Date: Sat, 03 Feb 90 19:45:32 -0500 BBN Systems and Technologies Corporation Science Development Program APPLIED & COMPUTATIONAL MATHEMATICS SEMINAR --------------------------------------------------------------------------- TIME DELAYS, NOISE, AND NEURAL DYNAMICS John G. Milton (telaces@uchimvs1.bitnet) Assistant Professor Department of Neurology University of Chicago Chicago Illinois, 60637 Wednesday February 14th, 10:30AM 2nd Floor Large Conference Room (6/273) BBN 10 Moulton St. An intrinsic property of neural control mechanisms is the presence of time delays which arise as a consequence of, for example, finite conduction times along the axon and across the synapse. A neural control mechanism which is amenable to manipulation and non-invasive monitoring is the pupil light reflex (PLR). Specifically it is possible to "clamp" the PLR with external electronic feedback and thus compare prediction to experimental observation in a precisely controllable manner. The PLR is modeled with a first-order delay-differential equation (DDE) and the dynamics compared with those observed experimentally. Physiological considerations suggest the importance of considering: - DDEs with distributed and state-dependent delays, - second order DDEs, - the influence of noise (stochastic DDEs). ------------------------------------------------------------------- | | | I have an electronic mailing list for these | | announcements. If you would like to be on the list send | | mail to: ABOULANGER@BBN.COM. For more information on this | | talk or the series contact Albert Boulanger (617 873-3891). | | | ------------------------------------------------------------------- ------------------------------ Subject: Reply from NETtalk's author From: Charles Rosenberg <crr%shum.huji.ac.il@CUNYVM.CUNY.EDU> Date: Wed, 07 Feb 90 17:17:17 +0200 [[ Editor's Note: After the recent summary of NETtalk angst, I am pleased that Dr. Rosenberg sent the following thoughtful response. -PM ]] There has been much discussion about NETtalk's performance here lately, so I figured I might as well add my 2 cents worth. We never claimed that NETtalk's performance was better or even as good as other techiques. Here is a quote from the Complex Systems paper (1987): "The main goal of our model was to explore the basic principles of distributed information coding in a real-world domain rather than achieve perfect performance." The central point that Terry and I wished to make was that connectionist networks may provide an alternative way to do non-trivial, language-oriented tasks. We meant it to be the starting point, to be suggestive for further research in this (we think) interesting and (so far) productive area of cognitive modeling, rather than something that was a complete and finished product in itself. I think we have succeeded to the extent that we inspired others to think about this and other problems in similar ways. I am sorry if if continues to be a source of confusion. Performance is important, but we don't believe that the value of the network totally hinges on this one measure. There are other ways to measure the success of the model. Some of these other measures have already been mentioned here: the fact that it learns rather than being programmed, that it is highly parallel and can be implemented on a massively parallel computer (Blelloch and Rosenberg, 1987), the fact that it continues to perform after sustaining damage, that it learns internal representations of the orthographic to phonological structure (Rosenberg, 1987), that the memorial characteristics of the network bare certain similarities to those of human memory (Rosenberg and Sejnowski, 1986; Sejnowski and Rosenberg, 1987), that the structure on which it is based is "inspired" by the known structure of the brain. And yes, as someone mentioned, the errors are important too. And there are others. Some audiences may regard certain of these aspects to be more important than others. Performance is important, perhaps even primary, but these other aspects are important as well. Right now, if one is only interested in practical applications, NETtalk is not the best choice. Other systems are better. But so far, even the best systems are not as good as humans. So we still have a ways to go, and it is not yet clear whether that future system that IS as good as (or better than?) humans will be network-based or rule-based. But because rule-based systems are better today, that does not necessarily mean that they will be better tomorrow. The actual performance of NETtalk: As reported in (Sejnowski and Rosenberg, 1986), we trained a network with 80 hidden units and 7 input groups, where the output units represented articulatory features. We first trained the network on a sample of casual, informal children's speech. When trained on a 1024 word segment from this corpus, the network attained a performance of 95% correct phonemes after 50,000 words (about 50 epochs). Generalization performance on a 439 word continuation from this same corpus was 78%. We also trained NETtalk on 1,000 high-frequency words from the dictionary. The network reached 82% (phonemes) without hidden units and 98% (phonemes) with 120 hidden units. Generalization to the full 20,000 word corpus (with hidden units) was 77% before training. After one epoch of learning the full corpus, performance was 85%, and 90% (phonemes) after 5 epochs. (An epoch is one complete sweep or pass through the corpus.) We also varied the number of input groups (see the original paper). In my dissertation (available as a TR from the Cognitive Science Laboratory, Princeton University, Princeton, NJ, June, 1988), I used a network with local output encodings (rather than features as before). In this model, there were 55 output units encoding each of the 55 phonemes possible. With 9 input groups and 50 hidden units, and training on a 11,000 word portion of the same dictionary, performance reached 90% correct phonemes and 46% completely correct words (roughly 0.90^(average word length)). Generalization to novel words was 86.1% (phonemes). However, this is not a perfect test of generalization, since what the network actually "sees" are not words but WINDOWS. Generalization to novel WINDOWS was 84.3% phonemes. Research continues: Seidenberg and McClelland (1989) have recently analyzed a model of text-to-speech which is similar to NETtalk, and have showed that it corresponds quite closely to a large number of psychological results in word recognition and naming, as well as development and dyslexia. Bibliography: Rosenberg, C.R. and Blelloch, G.E., An Implementation of Network Learning. In: Connectionist Models and Their Implications: Readings from Cognitive Science, D. Waltz and J.A. Feldman, Eds. Norwood, NJ: Ablex., 1987. Rosenberg, C.R. Revealing the Structure of NETtalk's Internal Representations. Proceedings of the Ninth Annual Conference of the Cognitive Science Society, Seattle, Wash., 1987. Sejnowski, T.J. and Rosenberg, C.R., Connectionist Models of Learning, In: Perspectives in Memory Research and Training, M.S. Gazzaniga, Ed., Cambridge, MIT Press, 1988. Sejnowski, T.J. and Rosenberg C.R., Parallel Networks that Learn to Pronounce English Text, Complex Systems, Vol. 1, 145-168, 1986. Seidenberg, Mark S. and McClelland, James L., A Distributed Developmental Model of Word Recognition and Naming, Psychological Review, Vol. 96, No. 4, pp. 523-568, 1989. ------------------------------ Subject: Neural Net inputs... From: "EOLAB::MCCAULEY" <mccauley%eolab.decnet@scfd.nwc.navy.mil> Date: 08 Feb 90 07:42:00 -0700 Hi netland, There were several requests for information in the last NN listing I thought I could contribute to. 1. NN and expert systems... I went to the WNN-AIND 90 conf. in Auburn Al. Two of the talks concerned NN and ES. You may want to pick up a copy of the proceeding by writing Mary Lou Padgett, 200 Broun Hall, Electrical Engineering Dept. Auburn University, AL, 36849-5201. The first paper was entitled "The Transmission of Knowledge between expert systems and Neural networks by David C. Kuncicky of Florida State University and the second paper was entitled Hybrid Intelligent Perception System: Intelligent perception through Combining Artificial Neural Networks and an Expert System. This last paper was written by C.W. Glover and P.F. Spelt of Oak Ridge National Laboratory. 2. Analog VLSI... Christof Koch at Cal Tech, computation and Neural Systems Program may be able to answer some questions regarding. 3. Finally, the workshop for graduate students in India looking for public domain software on Neural Nets for IBM pcs. I don't know of any public domain software, but if you purchase the book Explorations in Parallel Distributed Processing, A handbook of models, programs, and exercises; the book comes with some IBM pc disks that implement several different NN models. The implementations may be too basic for grad students, but for people just getting into NN, this is a good start. Howard McCauley, Naval Weapons Center, China Lake CA. mccauley@nwc.navy.mil ------------------------------ Subject: Neural Net Course From: Michael Cohen <mike@bucasb.bu.edu> Date: Fri, 12 Jan 90 02:07:49 -0500 NEURAL NETWORKS: FROM FOUNDATIONS TO APPLICATIONS May 6--11, 1990 Sponsored by the Center for Adaptive Systems, the Graduate Program in Cognitive and Neural Systems, and the Wang Institute of Boston University with partial support from The Air Force Office of Scientific Research This in-depth, systematic, 5-day course is based upon the world's leading graduate curriculum in the technology, computation, mathematics, and biology of neural networks. Developed at the Center for Adaptive Systems (CAS) and the Graduate Program in Cognitive and Neural Systems (CNS) of Boston University, twenty-eight hours of the course will be taught by six CAS/CNS faculty. Three distinguished guest lecturers will present eight hours of the course. COURSE OUTLINE MAY 7, 1990 ----------- ---Morning Session (Professor Stephen Grossberg) Historical Overview, Content Addressable Memory, Competitive Decision Making, Associative Learning ---Afternoon Session (Professors Michael Jordan (MIT) and Ennio Mingolla) Combinational Optimization, Perceptrons, Introduction to Back Propagation, Recent Developments of Back Propagation MAY 8, 1990 ----------- ---Morning Session (Professors Gail Carpenter and Stephen Grossberg) Adaptive Pattern Recognition, Introduction to Adaptive Resonance Theory, Analysis of ART 1 ---Afternoon Session (Professor Gail Carpenter) Analysis of ART 2, Analysis of ART 3, Self-Organization of Invariant Pattern Recognition Codes, Neocognitron MAY 9, 1990 ----------- ---Morning Session (Professors Stephen Grossberg and Ennio Mingolla) Vision and Image Processing ---Afternoon Session (Professors Daniel Bullock, Michael Cohen, and Stephen Grossberg) Adaptive Sensory-Motor Control and Robotics, Speech Perception and Production MAY 10, 1990 ------------ ---Morning Session (Professors Michael Cohen, Stephen Grossberg, and John Merrill) Speech Perception and Production, Reinforcement Learning and Prediction ---Afternoon Session (Professors Stephen Grossberg and John Merrill and Dr. Robert Hecht-Nielsen, HNC) Reinforcement Learning and Prediction, Recent Developments in the Neurocomputer Industry MAY 11, 1990 ------------ ---Morning Session (Dr. Federico Faggin, Synaptics Inc.) VLSI Implementation of Neural Networks TO REGISTER: By phone, call (508) 649-9731; by mail, write for further information to: Neural Networks, Wang Institute of Boston University, 72 Tyng Road, Tyngsboro, MA 01879. For further information about registration and STUDENT FELLOWSHIPS, see below. REGISTRATION FEE: Regular attendee--$950; full-time student--$250. Registration fee includes five days of tutorials, course notebooks, one reception, five continental breakfasts, five lunches, four dinners, daily morning and afternoon coffee service, evening discussion sessions. STUDENT FELLOWSHIPS supporting travel, registration, and lodging for the Course are available to full-time graduate students in a PhD program. Applications must be postmarked by March 1, 1990. Send curriculum vitae, a one-page essay describing your interest in neural networks, and a letter from a faculty advisor to: Student Fellowships, Neural Networks Course, Wang Institute of Boston University, 72 Tyng Road, Tyngsboro, MA 01879. ------------------------------ Subject: PSYCOLOQUY editorial From: harnad@Princeton.EDU (Stevan Harnad) Date: Wed, 31 Jan 90 17:52:43 -0500 [Apologies if you see this more than once; I've posted it to several somewhat overlapping lists. -- SH.] The following editorial is reposted from PSYCOLOQUY, an international email forum of which I have just become the co-editor. Please read what it is about, and if you are interested, please subscribe (it's free) according to the instructions below. The editorial has been slightly revised for this reposting. Stevan Harnad --- To the readership of PSYCOLOQUY: An International Electronic Forum for Scholarly Communication (formerly BITNET PSYCHOLOGY NEWSLETTER) [Currently 1300 readers and redistribution sites] This is just to let you know that this list has just come come under new editorship. We all owe many thanks to Bob Morecock for having founded the Bitnet Psychology Newsletter, originally "Psychnet," now PSYCOLOQUY. He has performed a valuable service to the field of psychology in getting the list started and sustaining it through its first few years in an era in which this medium will become inceasingly important in scholarly communication. I will edit the scientific contributions to PSYCOLOQUY. The co-editor for clinical and professional matters will be Perry London, Dean of the Graduate School of Applied and Professional Psychology at Rutgers University; he will be assisted by Professor Cary Cherniss, likewise of GSAPP. We will also be looking for subeditors in the many specialized areas of psychology, including: perception, cognition, development, personality/social, physiological, comparative, operant/Pavlovian, etc. There are some rather ambitious plans under consideration for this forum. Academic email networks can be much more than bulletin boards for meetings, abstracts and notices, as most of them are. They are a potentially revolutionary medium for disseminating and discussing new findings and ideas -- "Scholarly Skywriting." The global scope and lightning pace of intellectual exchanges in this medium are uncannily well suited to the thought processes of the creative mind -- or so I believe, at any rate, and this hypothesis will soon be put to the test. Along with the conference and preprint notices in psychology and related fields that will continue to appear, and that you are encouraged to continue to submit, there will be demonstrations of "skywriting" in many areas of psychology and related disciplines. At first they will be circulated to the list as a whole. Then they will only be archived; to continue receiving them you will either have to request the volumes from listserv@uhupvm1.bitnet or to sign up for special sublists on tcsvm.bitnet devoted to the topic under discussion. Occasional summaries or samples will be sent to the list as a whole from topics whose discussions endure. Anyone can contribute to the scholarly discussion, but the submissions will be moderated by Perry and me, and we will have to exercise selectivity where necessary, for reasons of length, relevance or tone (skywriting discussions must be polite and dispassionate). In addition, the American Psychological Association Science Directorate will be sponsoring PSYCOLOQUY on a trial basis for 8 months; this will pay the student assistants at Princeton and Rutgers who will update the lists, which are maintained at Tulane University (tcsvm.bitnet)and University of Houston (uhupvm1.bitnet) in the US as well as in Finland (finhutc.bitnet). Meanwhile, the list should grow to include the 25,000 members of the American academic and research psychological community and the at least as many academic and research psychologists and representatives of related disciplines worldwide. Please make known the existence of PSYCOLOQUY to all email-using psychologists and scholars in related disciplines (and urge those who are not yet using email to try it!). There will be notices in the APA publications and in BBS about PSYCOLOQUY, inviting psychologists to sign on and contribute. There will also be an article about the project. The list's subscibership is currently about 1300, which is not small for an email list but microscopic in relation to the size of the world psychological community. I encourage all interested individuals on this list to subscribe, and all subscribers to recruit new subscribers to the list (feel free to capture and circulate this text to others by email). The procedure for adding one's name automatically to the list is to send email from the login at which you wish to receive PSYCOLOQUY to listserv@tcsvm.bitnet (or listserv@finhutc.bitnet) with SUB PSYCH Firstname Lastname as the only line of text. To unsubscribe: UNSUB PSYCH (name not required) I have also initiated the procedure for making PSYCOLOQUY available as a moderated scientific discussion forum (sci.psycoloquy.moderated) on Usenet, which is an efficient way to complement bitnet's email distribution. Usenet goes directly to most major institutions in the US and all users at each site have access. There is also wide Usenet redistribution abroad. You are encouraged to send three kinds of postings to PSYCOLOQUY starting right now: (i) announcements of meetings, preprints, employment, journal contents, etc., i.e., the usual scientific bulletin board information; (ii) discussions pertaining to clinical and professional matters in the field of psychology, and (iii) brief reports of recent ideas or findings on which you would like to initiate multiple scholarly discussion ("skywriting"). Send your messages for posting to: psych@tcsvm.bitnet (NOT to listserv@tcsvm.bitnet, which is just for subscribing). Let's use these 8 months to swell the ranks of the PSYCOLOQUY subscribership and to demonstrate the net's revolutionary potential as a medium for scholarly interaction! Your reactions and suggestions are welcome. Looking forward to a rewarding collaboration, Stevan Harnad ------------------------------ Subject: SAB90 Call for Papers From: Stewart Wilson <wilson@Think.COM> Date: Thu, 01 Feb 90 11:00:41 -0500 Dear colleagues, Dr. Meyer and I would be very grateful if you would again distribute the following call for papers on your email list. It was distributed a month ago--this is for readers who may have missed it then. Thank you. Sincerely, Stewart Wilson ============================================================================== ============================================================================== Call for Papers SIMULATION OF ADAPTIVE BEHAVIOR: FROM ANIMALS TO ANIMATS An International Conference to be held in Paris September 24-28, 1990 The object of the conference is to bring together researchers in ethology, ecology, cybernetics, artificial intelligence, robotics, and related fields so as to further our understanding of the behaviors and underlying mechanisms that allow animals and, potentially, robots to adapt and survive in uncertain environments. The conference will focus particularly on simulation models in order to help characterize and compare various organizational principles or architectures capable of inducing adaptive behavior in real or artificial animals. Contact among scientists from diverse disciplines should contribute to better appreciation of each other's approaches and vocabularies, to cross-fertilization of fundamental and applied research, and to defining objectives, constraints, and challenges for future work. Contributions treating any of the following topics from the perspective of adaptive behavior will receive special emphasis. Individual and collective behaviors Autonomous robots Action selection and behavioral Hierarchical and parallel sequences organization Self organization of behavioral Conditioning, learning and induction modules Neural correlates of behavior Problem solving and planning Perception and motor control Goal directed behavior Motivation and emotion Neural networks and classifier Behavioral ontogeny systems Cognitive maps and internal Emergent structures and behaviors world models Authors are requested to send two copies (hard copy only) of a full paper to each of the Conference chairmen: Jean-Arcady MEYER Stewart WILSON Groupe de Bioinformatique The Rowland Institute for Science URA686.Ecole Normale Superieure 100 Cambridge Parkway 46 rue d'Ulm Cambridge, MA 02142 75230 Paris Cedex 05 USA France e-mail: meyer%FRULM63.bitnet@ e-mail: wilson@think.com cunyvm.cuny.edu A brief preliminary letter to one chairman indicating the intention to participate--with the tentative title of the intended paper and a list of the topics addressed--would be appreciated for planning purposes. For conference information, please also contact one of the chairmen. Conference committee: Conference Chair J.A. Meyer, S. Wilson Organizing Committee Groupe de BioInformatique.ENS.France. and local arrangements A. Guillot, J.A. Meyer, P. Tarroux, P. Vincens Program Committee L. Booker, USA R. Brooks, USA P. Colgan, Canada P. Greussay, France D. McFarland, UK L. Steels, Belgium R. Sutton, USA F. Toates, UK D. Waltz, USA Official Language: English Important Dates 31 May 90 Submissions must be received by the chairmen 30 June 90 Notification of acceptance or rejection 31 August 90 Camera ready revised versions due 24-28 September 90 Conference dates ------------------------------ Subject: Research Positions at MITRE From: Russell Leighton <russ@dash.mitre.org> Date: Fri, 02 Feb 90 09:10:08 -0500 The MITRE corporation Signal Processing Center is interviewing qualified candidates for positions in Neural Network research and pattern recognition. The MITRE corporation Signal Processing Center has been invloved with neural network research for over three years. In addition, the Signal Processing Center has groups doing active research in the areas of A.S.W., speech processing and high speed computing. We are seeking candidates with some of the following characteristics: 1. Experience in neural network research. 2. Familiarity with tradional pattern recognition, detection and estimation theory. 3. Strong programming abilities. - Unix - C, Fortran, Postscript - User interface (X11, NeWS) 4. Hardware experience, particulary parallel scientific computing. A U.S. citizenship is REQUIRED. Interested candidates please send resumes to: Russell Leighton MITRE Signal Processing Lab 7525 Colshire Dr. McLean, Va. 22102 USA ------------------------------ Subject: EURASIP Workshop on NN - Emergency announcement From: Luis Borges de Almeida <inesc!lba%alf@relay.EU.net> Date: Thu, 08 Feb 90 14:03:13 -0500 [I apologize to the many readers of this list who are not involved in the EURASIP workshop, but this was the means to get to many people fast, on emergency. I hope you will understand Thanks Luis B. Almeida] VERY URGENT Dear workshop participant, We are very sorry to inform that, from what we have just learned, the Portuguese air traffic controllers have announced a strike from February 14 through February 18. This means there will be a big trouble with transportation to/from Portugal. From our judgment of the situation, we would guess that the strike will not be called off. However, it is said that the Government might make a civilian requisition of the controllers. Below are some indications of the possible measures that you could take to ensure your arrival on time, and your departure, in case the strike is maintained. Two points, however, are very important: 1) ACT QUICKLY - alternate transportation around those days will probably get full very fast. 2) LET US KNOW OF YOUR TRAVEL ARRANGEMENTS, AS SOON AS POSSIBLE - we will try to help minimize the consequences of this strike to our participants (the best ways to contact us are given at the end of this message). Measures that you can take: 1 - Contact your travel agent, and have him make "protective reservations" for arrival on the 13th, and departure on the 19th. Don't forget to do that for all flights along your route. It is best to also keep your old reservations, in case the strike is called off. For extra lodging, if Hotel do Mar is full and can't help you, we can suggest Holiday Inn in Lisbon (phone +351-1-735093, 735123, 735222, 736018; fax +351-1-736572, 736672; telex 60330 HOLINN P). Mention that you are coming to a meeting organized by Inesc, they'll probalbly give you a special price. 2 - Make "protective reservations" for arrival on the 14th and/or departure on the 18th, in Madrid, instead of Lisbon. You can then use the train to/from Lisbon, but we will also try to arrange a bus if there are enough people in this situation. You can also choose to drive between Madrid and Sesimbra (about 600 km). You can contact anyone in the local organizing committee: Luis B. Almeida, Ilda Goncalves, Joaquim S. Rodrigues, Fernando M. Silva, Joao Neto Phone numbers: +351-1-544607,545150 Fax: +351-1-525843 (may get quite busy, the next few days) Telex: 15696 INESC P E-mail: lba@inesc.inesc.pt (from Europe) lba%inesc.inesc.pt@uunet.uu.net (from outside Europe) lba@inesc.uucp (if you have access to uucp) {any backbone, uunet}!mcvax!inesc!lba (older, but should still work) We (still) look forward to meeting you in Sesimbra. Sincerely, Luis B. Almeida ------------------------------ End of Neuron Digest [Volume 6 Issue 10] ****************************************