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From bits to information with learning machines: theory and applications

From bits to information with learning machines: theory and ...

引用

The ieee Adaptive Systems for Signal Processing, Communications, and Control symposium AS-SPCC

作者： T. Poggio Center for Biological and Computational Learning and Artificial Intelligent Laboratory

Summary form only given. Learning is becoming the central problem in trying to understand intelligence and in trying to develop intelligent machines. The paper outlines some previous efforts in developing machines that learn. It sketches the authors's work on statistical learning theory and theoretical results on the problem of classification and function approximation that connect regularization theory and support vector machines. The main application focus is classification (and regression) in various domains-such as sound, text, video and bioinformatics. In particular, the paper describe the evolution of a trainable object detection system for classifying objects-such as faces and people and cars-in complex cluttered images. Finally, it speculates on the implications of this research for how the brain works and review some data which provide a glimpse of how 3D objects are represented in the visual cortex.

关键词： Machine learning Learning systems Statistical learning Function approximation Support vector machines Support vector machine classification Focusing bioinformatics Object detection Face detection

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A heuristic algorithm for blocked multiple sequence alignment

A heuristic algorithm for blocked multiple sequence alignmen...

引用

ieee symposium on bioinformatics and Bioengineering (BIBE)

作者： Tao Jiang Peng Zhao IBM Toronto Software Laboratory North York ONT Canada Department of Computer Science University of California Riverside CA USA

Blocked multiple-sequence alignment (BMA) refers to the construction of multiple alignments in DNA by first aligning conserved regions into what we call "blocks" and then aligning the regions between successive blocks to form a final alignment. Instead of starting from low-order pairwise alignments, we propose a new way to form blocks by searching for closely related regions in all input sequences, allowing internal spaces in blocks as well as some degree of mismatch. We address the problem of semi-conserved patterns (patterns that do not appear in all input sequences) by introducing into the process two similarity thresholds that are adjusted dynamically according to the input. A method to control the number of blocks is also presented to deal with the situation when input sequences have so many similar regions that it becomes impractical to form blocks by trying every combination. BMA is an implementation of this approach, and our experimental results indicate that this approach is efficient, particularly on large numbers of long sequences with well-conserved regions.

关键词： Heuristic algorithms Sequences Computer science DNA computational biology Proteins Tin

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Dynamic process composition and communication patterns in irregularly structured applications 13th

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13th International Parallel Processing symposium, IPPS 1999 Held in Conjunction with the 10th symposium on Parallel and Distributed Processing, SPDP 1999

作者： Everaars, C.T.H. Koren, B. Arbab, F. CWI P.O. Box 94079 Amsterdam1090 GB Netherlands

ISBN: (纸本)3540658319

In this paper we describe one experiment in which a new coordination language, called MANIFOLD, is used to restructure an ex~ isting sequential Fortran code from computational fluid dynamic (CFD), into a parallel application. MANIFOLD is a coordination language developed at CWI (Centrum voor Wiskunde en Informatica) in the Netherlands. It is very well suited for applications involving dynamic process creation and dynamically changing (ir)regular communication patterns among sets of independent concurrent cooperating processes. With a simple, but generic, master/worker protocol, written in the MANIFOLD language, we are able to reuse the existing code again, without rethinking or rewriting it. The performance evaluation of a standard 3D CFD problem shows that MANIFOLD performs very well. © Springer-Verlag Berlin Heidelberg 1999.

关键词： computational fluid dynamics

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The biological basis of the immune system as a model for intelligent agents 13th

引用

13th International Parallel Processing symposium, IPPS 1999 Held in Conjunction with the 10th symposium on Parallel and Distributed Processing, SPDP 1999

作者： King, Roger L. Lambert, Aric B. Russ, Samuel H. Reese, Donna S. MSU/NSF Engineering Research Center for Computational Field Simulation Box 9627 MS39762-9627 United States

ISBN: (纸本)3540658319

This paper describes the human immune system and its functionalities from a computational viewpoint. The objective of this paper is to provide the biological basis for an artificial immune system. This paper will also serve to illustrate how a biological system can be studied and how inferences can be drawn from its operation that can be exploited in intelligent agents. Functionalities of the biological immune system (e.g., content addressable memory, adaptation, etc.) are identified for use in intelligent agents. Specifically, in this paper, an intelligent agent will be described for task allocation in a heterogeneous computing environment. This research is not intended to develop an explicit model of the human immune system, but to exploit some of its functionalities in designing agent-based parallel and distributed control systems. © Springer-Verlag Berlin Heidelberg 1999.

关键词： Intelligent agents

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A framework for adaptive storage input/output on computational grids 13th

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13th International Parallel Processing symposium, IPPS 1999 Held in Conjunction with the 10th symposium on Parallel and Distributed Processing, SPDP 1999

作者： Simitci, Huseyin Reed, Daniel A. Fox, Ryan Medina, Mario Oly, James Tran, Nancy Wang, Guoyi Department of Computer Science University of Illinois UrbanaIL61801 United States

ISBN: (纸本)3540658319

Emerging computational grids consist of distributed collections of heterogeneous sequential and parallel systems and irregular applications with complex, data dependent execution behavior and time varying resource demands. To provide adaptive input/output resource management for these systems, we are developing PPFS II, a portable parMlel file system. PPFS II supports rule-based, closed loop and interactive control of input/output subsystems on both parallel and wide area distributed systems. © Springer-Verlag Berlin Heidelberg 1999.

关键词： Digital storage

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Transparent real-time monitoring in MPI 13th

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13th International Parallel Processing symposium, IPPS 1999 Held in Conjunction with the 10th symposium on Parallel and Distributed Processing, SPDP 1999

作者： Russ, Samuel H. Jean-Baptiste, Rashid Kumar, Tangirala Shailendra Krishna Harmon, Marion Mississippi State University NSF Engineering Research Center for Computational Field Simulation Box 9627 MS39762 United States Florida A and M University Center for Distributive Computing TallahasseeFL32307 United States

ISBN: (纸本)3540658319

MPI has emerged as a popular way to write architecture-independent parallel programs. By modifying an MPI library and associated MPI run-time environment, transparent extraction of timestamped information is possible. The wall-clock time at which specific MPI communication events begin and end can be recorded, collected, and provided to a central scheduler. The infrastructure to create and collect these events has been implemented and tested, and a future architecture that can use this information is described. © Springer-Verlag Berlin Heidelberg 1999.

关键词： Virtual machine

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computational intelligence for the robotics and automation

Computational intelligence for the robotics and automation

引用

ieee International symposium on Industrial Electronics (ISIE)

作者： T. Fukuda N. Kubota Center for Cooperative Research in Advanced Science and Technology Department of Mechano-Informatics and Systems & Department of Micro System Engineering University of Nagoya Nagoya Japan

This tutorial presents the idea of computational intelligence and its application to robotics and automation. Firstly, the basics for computational intelligence are introduced, including neural networks, fuzzy systems and evolutionary computation, and advanced methodologies are then shown in detail. Next, application examples are given and shown how they can improve the conventional methods and how they can solve problems in the field of intelligent systems of robotics and automation.

关键词： computational intelligence Robotics and automation Competitive intelligence Intelligent robots Humans Intelligent systems Artificial intelligence Information processing computational and artificial intelligence Evolution (biology)

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Implementation of a parallel genetic algorithm on a cluster of workstations: The travelling salesman problem, a case study 13th

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13th International Parallel Processing symposium, IPPS 1999 Held in Conjunction with the 10th symposium on Parallel and Distributed Processing, SPDP 1999

作者： Sena, Giuseppe Isern, Germinal Megherbi, Dalila Northeastern University College of Computer Science BostonMA02115 United States University of Denver Division of Engineering DenverCO80208 United States ON Technology Corp CambridgeMA02142 United States

ISBN: (纸本)3540658319

A parallel version of a Genetic Algorithm is presented and implemented on a cluster of workstations. Even though our algorithm is general enough to be applied to a wide variety of problems, we used it to obtain optimal/suboptimal solutions to the well known Traveling Salesman Problem. The proposed algorithm is implemented using the Parallel Virtual Machine library over a network of workstations, and it is based on a master-slave paradigm and a distributed-memory approach. Tests were performed with clusters of 1, 2, 4, 8, and 16 workstations, using several real problems and population sizes. Results are presented to show how the performance of the algorithm is affected by variations on the number of slaves, population size, mutation rate, and mutation interval. The results presented show the utility, efficiency and potential value of the proposed algorithm to tackle similar NP-Complete problems. © Springer-Verlag Berlin Heidelberg 1999.

关键词： computational complexity

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GA-based parallel image registration on parallel clusters 13th

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13th International Parallel Processing symposium, IPPS 1999 Held in Conjunction with the 10th symposium on Parallel and Distributed Processing, SPDP 1999

作者： Chalermwat, Prachya E1-Ghazawi, Tarek Lemoigne, Jacqueline Institute for Computational Sciences and Informatics George Mason University United States Code 935 NASA Goddard Space Flight Center United States

ISBN: (纸本)3540658319

Genetic Algorithms (GAs) have been known to be robust for search and optimization problems. Image registration can take advantage of the robustness of GAs in finding best transformation between two images, of the same location with slightly different orientation, produced by moving spaceborne remote sensing instruments. In this paper, we have developed sequential and coarse-grained parallel image registration algorithms using GA as an optimization mechanism. In its first phase the algorithm finds a small set of good solutions using low-resolution versions of the images. Based on the results from the first phase, the algorithm uses full resolution image data to refine the final registration results in the second phase. Experimental results are presented and we found that our algorithms yield very accurate registration results and the parallel algorithm scales quite well on the Beowulf parallel cluster. © Springer-Verlag Berlin Heidelberg 1999.

关键词： Genetic algorithms

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Evolution, emergence, semiosis: components of the model for intelligent system

Evolution, emergence, semiosis: components of the model for ...

引用

ieee International symposium on Intelligent Control (ISIC)

作者： A. Meystel ECE Drexel University Philadelphia PA USA

The discussion of intelligent system usually starts with issues of defining intelligence as a set of skills, but always ends with specifying the mechanisms of learning. It is important to address the issue of differences and similarities between the techniques of computational/control learning processes (very similar to the processes of semiosis) and biological learning including evolution of species where the resemblance with semiosis is less obvious. We would like to attract attention to the theory of multilevel processes of evolution which are interpreted in this paper as multiresolutional processes of evolution. Novel explanations are preposed for numerous paradoxes known in the area of computational and biological learning including evolution of species. The direct linkage is demonstrated of learning processes and the development of decision-making mechanisms for single and multiple agents.

关键词： Intelligent systems Evolution (biology) Decision making computational intelligence biology computing Biological system modeling Biological control systems Hardware Actuators Control systems

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