The local information dynamics of distributed computation in complex systems:
<p>The nature of distributed computation in complex systems has often been described in terms of memory, communication and processing. This thesis presents a complete information-theoretic framework to quantify these operations on information (i.e. information storage, transfer and modificatio...
Gespeichert in:
| Beteilige Person: | |
|---|---|
| Format: | Hochschulschrift/Dissertation Elektronisch E-Book |
| Sprache: | Englisch |
| Veröffentlicht: |
Berlin [u.a.]
Springer
2013
|
| Schriftenreihe: | Springer theses, Recognizing outstanding Ph.D. Research
|
| Schlagwörter: | |
| Links: | https://doi.org/10.1007/978-3-642-32952-4 https://doi.org/10.1007/978-3-642-32952-4 https://doi.org/10.1007/978-3-642-32952-4 https://doi.org/10.1007/978-3-642-32952-4 https://doi.org/10.1007/978-3-642-32952-4 https://doi.org/10.1007/978-3-642-32952-4 https://doi.org/10.1007/978-3-642-32952-4 https://doi.org/10.1007/978-3-642-32952-4 https://doi.org/10.1007/978-3-642-32952-4 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025910922&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025910922&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| Zusammenfassung: | <p>The nature of distributed computation in complex systems has often been described in terms of memory, communication and processing. This thesis presents a complete information-theoretic framework to quantify these operations on information (i.e. information storage, transfer and modification), and in particular their dynamics in space and time. The framework is applied to cellular automata, and delivers important insights into the fundamental nature of distributed computation and the dynamics of complex systems (e.g. that gliders are dominant information transfer agents). Applications to several important network models, including random Boolean networks, suggest that the capability for information storage and coherent transfer are maximized near the critical regime in certain order-chaos phase transitions. Further applications to study and design information structure in the contexts of computational neuroscience and guided self-organization underline the practical utility of the techniques presented here.</p><p> </p> |
| Umfang: | 1 Online-Ressource (XXIII, 235 p. 42 illus., 14 illus. in color) |
| ISBN: | 9783642329524 |
| DOI: | 10.1007/978-3-642-32952-4 |
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Datensatz im Suchindex
| _version_ | 1819384462144700416 |
|---|---|
| adam_text | THE LOCAL INFORMATION DYNAMICS OF DISTRIBUTED COMPUTATION IN COMPLEX
SYSTEMS
/ LIZIER, JOSEPH T.
: 2013
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
COMPUTATION IN COMPLEX SYSTEMS
INFORMATION STORAGE
INFORMATION TRANSFER
INFORMATION MODIFICATIONS
INFORMATION DYNAMICS IN NETWORKS AND PHASE TRANSITIONS
COHERENT INFORMATION STRUCTURE IN COMPLEX COMPUTATION
INFORMATION TRANSFER IN BIOLOGICAL AND BIO-INSPIRED SYSTEMS
CONCLUSION
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
THE LOCAL INFORMATION DYNAMICS OF DISTRIBUTED COMPUTATION IN COMPLEX
SYSTEMS
/ LIZIER, JOSEPH T.
: 2013
ABSTRACT / INHALTSTEXT
THE NATURE OF DISTRIBUTED COMPUTATION IN COMPLEX SYSTEMS HAS OFTEN BEEN
DESCRIBED IN TERMS OF MEMORY, COMMUNICATION AND PROCESSING. THIS THESIS
PRESENTS A COMPLETE INFORMATION-THEORETIC FRAMEWORK TO QUANTIFY THESE
OPERATIONS ON INFORMATION (I.E. INFORMATION STORAGE, TRANSFER AND
MODIFICATION), AND IN PARTICULAR THEIR DYNAMICS IN SPACE AND TIME. THE
FRAMEWORK IS APPLIED TO CELLULAR AUTOMATA, AND DELIVERS IMPORTANT
INSIGHTS INTO THE FUNDAMENTAL NATURE OF DISTRIBUTED COMPUTATION AND THE
DYNAMICS OF COMPLEX SYSTEMS (E.G. THAT GLIDERS ARE DOMINANT INFORMATION
TRANSFER AGENTS). APPLICATIONS TO SEVERAL IMPORTANT NETWORK MODELS,
INCLUDING RANDOM BOOLEAN NETWORKS, SUGGEST THAT THE CAPABILITY FOR
INFORMATION STORAGE AND COHERENT TRANSFER ARE MAXIMIZED NEAR THE
CRITICAL REGIME IN CERTAIN ORDER-CHAOS PHASE TRANSITIONS. FURTHER
APPLICATIONS TO STUDY AND DESIGN INFORMATION STRUCTURE IN THE CONTEXTS
OF COMPUTATIONAL NEUROSCIENCE AND GUIDED SELF-ORGANIZATION UNDERLINE THE
PRACTICAL UTILITY OF THE TECHNIQUES PRESENTED HERE.
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Lizier, Joseph T. |
| author_facet | Lizier, Joseph T. |
| author_role | aut |
| author_sort | Lizier, Joseph T. |
| author_variant | j t l jt jtl |
| building | Verbundindex |
| bvnumber | BV040931996 |
| classification_rvk | ST 200 |
| collection | ZDB-2-ENG |
| ctrlnum | (OCoLC)824651002 (DE-599)BVBBV040931996 |
| dewey-full | 620 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 620 - Engineering and allied operations |
| dewey-raw | 620 |
| dewey-search | 620 |
| dewey-sort | 3620 |
| dewey-tens | 620 - Engineering and allied operations |
| discipline | Informatik |
| doi_str_mv | 10.1007/978-3-642-32952-4 |
| format | Thesis Electronic eBook |
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| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025910922 |
| oclc_num | 824651002 |
| open_access_boolean | |
| owner | DE-898 DE-BY-UBR DE-634 DE-573 DE-92 DE-Aug4 DE-859 DE-706 DE-863 DE-BY-FWS |
| owner_facet | DE-898 DE-BY-UBR DE-634 DE-573 DE-92 DE-Aug4 DE-859 DE-706 DE-863 DE-BY-FWS |
| physical | 1 Online-Ressource (XXIII, 235 p. 42 illus., 14 illus. in color) |
| psigel | ZDB-2-ENG |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| publisher | Springer |
| record_format | marc |
| series2 | Springer theses, Recognizing outstanding Ph.D. Research |
| spellingShingle | Lizier, Joseph T. The local information dynamics of distributed computation in complex systems Ingenieurwissenschaften Künstliche Intelligenz Engineering Coding theory Artificial intelligence Bioinformatics Physics Zellularer Automat (DE-588)4190671-8 gnd Informationsübertragung (DE-588)4161676-5 gnd Informationsspeicherung (DE-588)4332067-3 gnd Komplexes System (DE-588)4114261-5 gnd Netzwerk (DE-588)4171529-9 gnd Selbstorganisation (DE-588)4126830-1 gnd Informationstheorie (DE-588)4026927-9 gnd |
| subject_GND | (DE-588)4190671-8 (DE-588)4161676-5 (DE-588)4332067-3 (DE-588)4114261-5 (DE-588)4171529-9 (DE-588)4126830-1 (DE-588)4026927-9 (DE-588)4113937-9 |
| title | The local information dynamics of distributed computation in complex systems |
| title_auth | The local information dynamics of distributed computation in complex systems |
| title_exact_search | The local information dynamics of distributed computation in complex systems |
| title_full | The local information dynamics of distributed computation in complex systems Joseph T. Lizier |
| title_fullStr | The local information dynamics of distributed computation in complex systems Joseph T. Lizier |
| title_full_unstemmed | The local information dynamics of distributed computation in complex systems Joseph T. Lizier |
| title_short | The local information dynamics of distributed computation in complex systems |
| title_sort | the local information dynamics of distributed computation in complex systems |
| topic | Ingenieurwissenschaften Künstliche Intelligenz Engineering Coding theory Artificial intelligence Bioinformatics Physics Zellularer Automat (DE-588)4190671-8 gnd Informationsübertragung (DE-588)4161676-5 gnd Informationsspeicherung (DE-588)4332067-3 gnd Komplexes System (DE-588)4114261-5 gnd Netzwerk (DE-588)4171529-9 gnd Selbstorganisation (DE-588)4126830-1 gnd Informationstheorie (DE-588)4026927-9 gnd |
| topic_facet | Ingenieurwissenschaften Künstliche Intelligenz Engineering Coding theory Artificial intelligence Bioinformatics Physics Zellularer Automat Informationsübertragung Informationsspeicherung Komplexes System Netzwerk Selbstorganisation Informationstheorie Hochschulschrift |
| url | https://doi.org/10.1007/978-3-642-32952-4 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025910922&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025910922&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT lizierjosepht thelocalinformationdynamicsofdistributedcomputationincomplexsystems |