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DNA-based Learning Algorithms and their Applications

Research Project

Project/Area Number 13680464
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKeio University (2002-2003)
Tokyo Denki University (2001)

Principal Investigator

SAKAKIBARA Yasubumi  Keio University, Faculty of Science and Technology, Associate Professor, 理工学部, 助教授 (10287427)

Project Period (FY) 2001 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥3,600,000 (Direct Cost: ¥3,600,000)
Fiscal Year 2003: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2002: ¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 2001: ¥1,600,000 (Direct Cost: ¥1,600,000)
KeywordsDNA Computer / Molecular Computing / Machine Learning / Biomolecule / Massive Parallel / Biotechnology / Boolean Function / Automaton / 生体分子 / 無細胞タンパク質合成系 / 計算理論
Research Abstract

We have considered a probabilistic interpretation of the test tube which contains a large amount of DNA strands, and proposed a population computation using a number of DNA strands in the test tube and a probabilistic logical inference based on the probabilistic interpretation.
We have applied a DNA-based massively parallel exhaustive search to solving the computational learning problems of DNF Boolean formulae. We propose new methods to encode any k-term DNF formula to a DNA strand, evaluate the encoded DNF formula for a truth value assignment by using hybridization and primer extension with DNA polymerase, and find a consistent DNF formula with the given examples. By employing these methods, we have shown that the class of k-term DNF formulae and the class of general DNF formulae are efficiently learnable on DNA computer.
We have employed the translation mechanism combined with four-base codon techniques to develop a molecular machine which computes finite automata (finite-state machine). We have reported some experimental results where we have succeeded to implement a finite automaton on an E.coli in vitro translation system with four-base codons.

Report

(4 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • 2001 Annual Research Report
  • Research Products

    (25 results)

All Other

All Publications (25 results)

  • [Publications] Sakakibara, Y., Kobayashi, S.: "Sticker Systems with Complex Structures"Soft Computing. 5(2). 114-120 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kobayashi, S., Sakakibara, Y.: "Multiple Splicing Systems and the Universal Computability"Theoretical Computer Science. 264(1). 3-23 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y.: "DNA-based Algorithms for Learning Boolean Formulae"Natural Computing. 2(2). 153-171 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y.: "Probabilistic Logical Inference using Quantities of DNA Strands"Proceedings of Congress on Evolutionary Computation 2001(CEC2001). 797-804 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y., Hohsaka, T.: "In Vitro Translation-based Computations"Proceedings of 9th International Meeting on DNA Based Computers. 175-179 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y., Kobayashi, S.: "Sticker Systems with Complex Structures"Soft Computing. 5(2). 114-120 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kobayashi, S., Sakakibara, Y.: "Multiple Splicing Systems and the Universal Computability"Theoretical Computer Science. 264(1). 3-23 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Yokomori, T., Sakakibara, Y., Kobayashi, S.: "A Magic Pot : Self assembly computation Revisited"Formal and Natural Computing. 418-429 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y.: "DNA-based Algorithms for Learning Boolean Formulae"Natural Computing. 2(2). 153-171 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y.: "Population Computation and Majority Inference in Test Tube"Proceedings of 7th International Meeting on DNA Based Computers. 84-93. 84-93 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y.: "Probabilistic Logical Inference using Quantities of DNA Strands"Proceedings of Congress on Evolutionary Computation 2001 (CEC2001). 797-804 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y., Imai, H.: "A DNA-based Computational Model using a Specific Type of Restriction Enzyme"Proceedings of 8th International Meeting on DNA Based Computers. 315-325 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakakibara, Y., Hohsaka, T.: "In Vitro Translation based Computations"Proceedings of 9th International Meeting on DNA Based Computers.. 175-179 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Y.Sakakibara, T.Hohsaka: "In Vitro Translation-based Computations"Proceedings of 9th International Meeting on DNA Based Computers. 175-179 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Y.Sakakibara: "DNA-based Algorithms for Learning Boolean Formulae"Natural Computing. 2・2. 153-171 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 榊原康文: "分子コンピュータを用いた計算と学習アルゴリズム"第6回情報論的学習理論ワークショップ(IBIS2003). 299-306 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Sakakibara, Y, Imai, H.: "A DNA-based Computational Model using a Specific Type of Restriction Enzyme"Proceedings of 8th International Meeting on DNA Based Computers. 315-325 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Yokomori, T., Sakakibara, Y., Kobayashi, S.: "A Magic Pot : Self-assembly computation revisited"Formal and Natural Computing. 418-429 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Sakakibara, Y., Kobayashi, S.: "Sticker Systems with Complex Structures"Soft Computing. 5・2. 114-120 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Kobayashi, S., Sakakibara, Y.: "Multiple Splicing Systems and the Universal Computability"Theoretical Computer Science. 264・1. 3-23 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Sakakibara, Y.: "Population Computation and Majority Inference in Test Tube"Proceedings of 7th International Meeting on DNA Based Computers. 84-93 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Sakakibara, Y.: "Probabilistic Logical Inference using Quantities of DNA Strands"Proceedings of Congress on Evolutionary Computation 2001(CEC2001). 797-804 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 長谷川好功, 榊原康文: "膜の分割と結合による並列分子計算の方式"情報処理学会第64回全国大会. 2. 219-220 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 今井裕史, 榊原康文: "新しいタイプの制限酵素を用いたDNA計算方式"情報処理学会第64回全国大会. 2. 221-222 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 榊原康文, 小林聡, 横森貴: "計算論的学習"培風館. 213 (2001)

    • Related Report
      2001 Annual Research Report

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Published: 2001-04-01   Modified: 2016-04-21  

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