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Click the serial number on the left to view the details of the item. |
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Author | Title | Accn# | Year | Item Type | Claims |
| 1 |
Kohonen, Teuvo |
Self-Organizing Maps |
I11249 |
2001 |
eBook |
|
| 2 |
Kohonen, Teuvo |
Self-Organization and Associative Memory |
I04851 |
1988 |
eBook |
|
| 3 |
Kohonen, Teuvo |
Self-Organizing Maps |
I04728 |
1995 |
eBook |
|
| 4 |
Kohonen, Teuvo |
Self-Organizing Maps |
I03802 |
1997 |
eBook |
|
| 5 |
Kohonen, Teuvo |
Content-Addressable Memories |
I01432 |
1987 |
eBook |
|
| 6 |
Kohonen, Teuvo |
Self-Organization and Associative Memory |
I00310 |
1989 |
eBook |
|
| 7 |
Teuvo Kohonen |
Self organizing maps |
014253 |
1997 |
Book |
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1.
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| Title | Self-Organizing Maps |
| Author(s) | Kohonen, Teuvo |
| Publication | Berlin, Heidelberg, Springer Berlin Heidelberg, 2001. |
| Description | XX, 502 p : online resource |
| Abstract Note | The Self-Organizing Map (SOM), with its variants, is the most popular artificial neural network algorithm in the unsupervised learning category. About 4000 research articles on it have appeared in the open literature, and many industrial projects use the SOM as a tool for solving hard real-world problems. Many fields of science have adopted the SOM as a standard analytical tool: in statistics, signal processing, control theory, financial analyses, experimental physics, chemistry and medicine. The SOM solves difficult high-dimensional and nonlinear problems such as feature extraction and classification of images and acoustic patterns, adaptive control of robots, and equalization, demodulation, and error-tolerant transmission of signals in telecommunications. A new area is organization of very large document collections. Last but not least, it may be mentioned that the SOM is one of the most realistic models of the biological brain function. This new edition includes a survey of over 2000 contemporary studies to cover the newest results; case examples were provided with detailed formulae, illustrations, and tables; a new chapter on Software Tools for SOM was written, other chapters were extended or reorganized |
| ISBN,Price | 9783642569272 |
| Keyword(s) | 1. Biological and Medical Physics, Biophysics
2. BIOLOGICAL PHYSICS
3. BIOPHYSICS
4. Communications Engineering, Networks
5. COMPLEX SYSTEMS
6. DYNAMICAL SYSTEMS
7. EBOOK
8. EBOOK - SPRINGER
9. ELECTRICAL ENGINEERING
10. STATISTICAL PHYSICS
11. Statistical Physics and Dynamical Systems
|
| Item Type | eBook |
Multi-Media Links
Please Click here for eBook
Circulation Data
| Accession# | |
Call# | Status | Issued To | Return Due On | Physical Location |
| I11249 |
|
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On Shelf |
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2.
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| Title | Self-Organization and Associative Memory |
| Author(s) | Kohonen, Teuvo |
| Publication | Berlin, Heidelberg, Springer Berlin Heidelberg, 1988. |
| Description | XV, 312 p. 167 illus : online resource |
| Abstract Note | Two significant things have happened since the writing of the first edition in 1983. One of them is recent arousal of strong interest in general aspects of "neural computing", or "neural networks", as the previous neural models are nowadays called. The incentive, of course, has been to develop new com?? puters. Especially it may have been felt that the so-called fifth-generation computers, based on conventional logic programming, do not yet contain in?? formation processing principles of the same type as those encountered in the brain. All new ideas for the "neural computers" are, of course, welcome. On the other hand, it is not very easy to see what kind of restrictions there exist to their implementation. In order to approach this problem systematically, cer?? tain lines of thought, disciplines, and criteria should be followed. It is the pur?? pose of the added Chapter 9 to reflect upon such problems from a general point of view. Another important thing is a boom of new hardware technologies for dis?? tributed associative memories, especially high-density semiconductor circuits, and optical materials and components. The era is very close when the parallel processors can be made all-optical. Several working associative memory archi?? tectures, based solely on optical technologies, have been constructed in recent years. For this reason it was felt necessary to include a separate chapter (Chap. 10) which deals with the optical associative memories. Part of its con?? tents is taken over from the first edition |
| ISBN,Price | 9783662007846 |
| Keyword(s) | 1. Biological and Medical Physics, Biophysics
2. BIOLOGICAL PHYSICS
3. BIOPHYSICS
4. EBOOK
5. EBOOK - SPRINGER
6. SPACE SCIENCES
7. Space Sciences (including Extraterrestrial Physics, Space Exploration and Astronautics)
|
| Item Type | eBook |
Multi-Media Links
Please Click here for eBook
Circulation Data
| Accession# | |
Call# | Status | Issued To | Return Due On | Physical Location |
| I04851 |
|
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On Shelf |
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3.
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| Title | Self-Organizing Maps |
| Author(s) | Kohonen, Teuvo |
| Publication | Berlin, Heidelberg, Springer Berlin Heidelberg, 1995. |
| Description | XVI, 362 p. 1 illus. in color : online resource |
| Abstract Note | The Self-Organizing Map (SOM) algorithm was introduced by the author in 1981. Its theory and many applications form one of the major approaches to the contemporary artificial neural networks field, and new technolgies have already been based on it. The most important practical applications are in exploratory data analysis, pattern recognition, speech analysis, robotics, industrial and medical diagnostics, instrumentation, and control, and literally hundreds of other tasks. In this monograph the mathematical preliminaries, background, basic ideas, and implications are expounded in a clear, well-organized form, accessible without prior expert knowledge. Still the contents are handled with theoretical rigor |
| ISBN,Price | 9783642976100 |
| Keyword(s) | 1. Biological and Medical Physics, Biophysics
2. BIOLOGICAL PHYSICS
3. BIOPHYSICS
4. Communications Engineering, Networks
5. EBOOK
6. EBOOK - SPRINGER
7. ELECTRICAL ENGINEERING
8. MATHEMATICS
9. Mathematics, general
|
| Item Type | eBook |
Multi-Media Links
Please Click here for eBook
Circulation Data
| Accession# | |
Call# | Status | Issued To | Return Due On | Physical Location |
| I04728 |
|
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On Shelf |
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4.
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|
| Title | Self-Organizing Maps |
| Author(s) | Kohonen, Teuvo |
| Publication | Berlin, Heidelberg, Springer Berlin Heidelberg, 1997. |
| Description | XVII, 426 p : online resource |
| Abstract Note | Self-Organizing Maps deals with the most popular artificial neural-network algorithm of the unsupervised-learning category, viz. the Self-Organizing Map (SOM). As this book is the main monograph on the subject, it discusses all the relevant aspects ranging from the history, motivation, fundamentals, theory, variants, advances, and applications, to the hardware of SOMs. An extensive literature survey of over 2000 contemporary studies is included. Thus, answers to the most frequently asked questions relating to this topic can be found in this volume. The subject is presented in a didactive manner and only a general theoretical background is required. The reader will be guided by the many case studies to the very frontier of modern research in this area |
| ISBN,Price | 9783642979668 |
| Keyword(s) | 1. ARTIFICIAL INTELLIGENCE
2. Biological and Medical Physics, Biophysics
3. BIOLOGICAL PHYSICS
4. BIOPHYSICS
5. Communications Engineering, Networks
6. DATA MINING
7. Data Mining and Knowledge Discovery
8. EBOOK
9. EBOOK - SPRINGER
10. ELECTRICAL ENGINEERING
11. MATHEMATICS
12. Mathematics, general
13. Neurosciences
|
| Item Type | eBook |
Multi-Media Links
Please Click here for eBook
Circulation Data
| Accession# | |
Call# | Status | Issued To | Return Due On | Physical Location |
| I03802 |
|
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On Shelf |
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5.
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| Title | Content-Addressable Memories |
| Author(s) | Kohonen, Teuvo |
| Publication | Berlin, Heidelberg, Springer Berlin Heidelberg, 1987. |
| Description | XIII, 388 p. 2 illus : online resource |
| Abstract Note | Due to continual progress in the large-scale integration of semiconductor circuits, parallel computing principles can already be met in low-cost sys?? tems: numerous examples exist in image processing, for which special hard?? ware is implementable with quite modest resources even by nonprofessional designers. Principles of content addressing, if thoroughly understood, can thereby be applied effectively using standard components. On the other hand, mass storage based on associative principles still exists only in the long?? term plans of computer technologists. This situation is somewhat confused by the fact that certain expectations are held for the development of new storage media such as optical memories and "spin glasses" (metal alloys with low-density magnetic impurities). Their technologies, however, may not ripen until after "fifth generation" computers have been built. It seems that software methods for content addressing, especially those based on hash coding principles, are still holding their position firmly, and a few innovations have been developed recently. As they need no special hardware, one might expect that they will spread to a wide circle of users. This monograph is based on an extensive literature survey, most of which was published in the First Edition. I have added Chap. ?, which contains a review of more recent work. This updated book now has references to over 1200 original publications. In the editing of the new material, I received valuable help from Anneli HeimbUrger, M. Sc. , and Mrs. Leila Koivisto |
| ISBN,Price | 9783642830563 |
| Keyword(s) | 1. ARTIFICIAL INTELLIGENCE
2. Communications Engineering, Networks
3. EBOOK
4. EBOOK - SPRINGER
5. ELECTRICAL ENGINEERING
6. SOFTWARE ENGINEERING
7. Software Engineering/Programming and Operating Systems
|
| Item Type | eBook |
Multi-Media Links
Please Click here for eBook
Circulation Data
| Accession# | |
Call# | Status | Issued To | Return Due On | Physical Location |
| I01432 |
|
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On Shelf |
|
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|
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|
6.
|
|
| Title | Self-Organization and Associative Memory |
| Author(s) | Kohonen, Teuvo |
| Publication | Berlin, Heidelberg, Springer Berlin Heidelberg, 1989. |
| Description | XV, 312 p. 100 illus : online resource |
| Abstract Note | While the present edition is bibliographically the third one of Vol. 8 of the Springer Series in Information Sciences (IS 8), the book actually stems from Vol. 17 of the series Communication and Cybernetics (CC 17), entitled Associative Memory - A System-Theoretical Approach, which appeared in 1977. That book was the first monograph on distributed associative memories, or "content-addressable memories" as they are frequently called, especially in neural-networks research. This author, however, would like to reserve the term "content-addressable memory" for certain more traditional constructs, the memory locations of which are selected by parallel search. Such devices are discussed in Vol. 1 of the Springer Series in Information Sciences, Content-Addressable Memories. This third edition of IS 8 is rather similar to the second one. Two new discussions have been added: one to the end of Chap. 5, and the other (the L VQ 2 algorithm) to the end of Chap. 7. Moreover, the convergence proof in Sect. 5.7.2 has been revised |
| ISBN,Price | 9783642881633 |
| Keyword(s) | 1. APPLIED MATHEMATICS
2. ARTIFICIAL INTELLIGENCE
3. Biological and Medical Physics, Biophysics
4. BIOLOGICAL PHYSICS
5. BIOPHYSICS
6. COMPUTER HARDWARE
7. EBOOK
8. EBOOK - SPRINGER
9. ENGINEERING MATHEMATICS
10. Mathematical and Computational Engineering
11. Neurosciences
12. SOFTWARE ENGINEERING
13. Software Engineering/Programming and Operating Systems
|
| Item Type | eBook |
Multi-Media Links
Please Click here for eBook
Circulation Data
| Accession# | |
Call# | Status | Issued To | Return Due On | Physical Location |
| I00310 |
|
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On Shelf |
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