<?xml version="1.0" encoding="UTF-8"?> <!DOCTYPE book PUBLIC "-//NLM//DTD BITS Book Interchange DTD v2.3 20210610//EN" "BITS-book2.3.dtd"> <book xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" book-type="conference-proceedings" dtd-version="2.3" xml:lang="ru"> <front> <book-meta>  <book-id book-id-type="isbn">978-5-6041114-1-3</book-id>   <book-id pub-id-type="doi">10.21661/a-546</book-id>   <title-group>  <book-title xml:lang="ru">Педагогический опыт: от теории к практике</book-title>   <trans-title-group xml:lang="en"> <trans-title>Pedagogical experience: from theory to practice</trans-title> </trans-title-group>  </title-group>  <description xml:lang="ru"> <p>В сборнике представлены статьи участников V Международной научно–практической конференции, посвященные основам педагогического мастерства и педагогических технологий в образовательной деятельности. В материалах сборника приведены результаты теоретических и прикладных изысканий представителей научного и образовательного сообщества в данной области.</p> </description>   <contrib-group>  <contrib contrib-type="editor" id="editor1">  <contrib-id contrib-id-type="role">chief_editor</contrib-id>    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Широков</surname> <given-names>Олег Николаевич</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Shirokov</surname> <given-names>Oleg Nikolaevich</given-names> </name>  </name-alternatives>   <email xlink:type="simple">425954@rambler.ru</email> </contrib>  <contrib contrib-type="editor" id="editor2">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Абрамова</surname> <given-names>Людмила Алексеевна</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Abramova</surname> <given-names>Lyudmila Alexeevna</given-names> </name>  </name-alternatives>   <email xlink:type="simple">labramova@interactive-plus.ru</email> </contrib>  <contrib contrib-type="editor" id="editor3">  <contrib-id contrib-id-type="role">executive_editor</contrib-id>    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Яковлева</surname> <given-names>Татьяна Валериановна</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Yakovleva</surname> <given-names>Tatyana Valerianovna</given-names> </name>  </name-alternatives>   <email xlink:type="simple">info@interactive-plus.ru</email> </contrib>  <contrib contrib-type="editor" id="editor4">  <contrib-id contrib-id-type="role">associate_editor</contrib-id>    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Толкушкина</surname> <given-names>Наталья Константиновна</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Tolkushkina</surname> <given-names>Natalya Konstantinovna</given-names> </name>  </name-alternatives>   <email xlink:type="simple">ntolkushkina@interactive-plus.ru</email> </contrib>  </contrib-group>   <contrib-group>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm1">  <contrib-id contrib-id-type="role">chief_editor</contrib-id>    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Широков</surname> <given-names>Олег Николаевич</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Shirokov</surname> <given-names>Oleg Nikolaevich</given-names> </name>  </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm2">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Бекназаров</surname> <given-names>Рахым Агибаевич</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Beknazarov</surname> <given-names>Rahym Agibaevich</given-names> </name>  </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm3">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Бережная</surname> <given-names>Светлана Викторовна</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Berezhnaya</surname> <given-names>Svetlana Viktorovna</given-names> </name>  </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm4">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Абрамова</surname> <given-names>Людмила Алексеевна</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Abramova</surname> <given-names>Lyudmila Alexeevna</given-names> </name>  </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm5">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Кузнецова</surname> <given-names>Наталья Алексеевна</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Kuznetsova</surname> <given-names>Natalya Alekseevna</given-names> </name>  </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm6">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Чистюхин</surname> <given-names>Игорь Николаевич</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Chistyukhin</surname> <given-names>Igor Nikolaevich</given-names> </name>  </name-alternatives>   </contrib>  </contrib-group>   <event>  <event-desc xml:lang="ru">Педагогический опыт: от теории к практике</event-desc>   <event-desc xml:lang="en">Pedagogical experience: from theory to practice</event-desc>   <conf-date> <day>01</day> <month>01</month> <year>1900</year> </conf-date>    <conf-loc xml:lang="ru">Чебоксары</conf-loc>  </event>   <publisher> <publisher-name>Центр научного сотрудничества «Интерактив плюс»</publisher-name> </publisher>    <pub-date pub-type="collection"> <year>2018</year> </pub-date>    <permissions> <copyright-statement>Copyright &#x00A9; Бутусов О. Б., Джулай А. А., 2018</copyright-statement> <copyright-year>2018</copyright-year> <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"> <license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p> </license> </permissions>  </book-meta> <book-part book-part-type="conference-paper"> <book-part-meta>  <book-id pub-id-type="doi">10.21661/r-471020</book-id>   <book-id custom-type="publisher-id" pub-id-type="custom">471020</book-id> <title-group>  <chapter-title xml:lang="ru">Применение методов визуального моделирования и программирования в образовательном процессе по дисциплине «Нейронные сети»</chapter-title>   <trans-title-group xml:lang="en"> <trans-title>Primenenie metodov vizual&#039;nogo modelirovaniia i programmirovaniia v obrazovatel&#039;nom protsesse po distsipline &quot;Neironnye seti&quot;</trans-title> </trans-title-group>  </title-group>  <contrib-group>   <contrib contrib-type="author" id="author1"> <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1361-2121</contrib-id>  <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Бутусов</surname> <given-names>Олег Борисович</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Butusov</surname> <given-names>Oleg Borisovich</given-names> </name>   </name-alternatives>  <email xlink:type="simple">butusov-1@mail.ru</email> <xref ref-type="aff" rid="aff1"/> </contrib>   <contrib contrib-type="author" id="author2">   <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Джулай</surname> <given-names>Анна Алексеевна</given-names> </name>   <name name-style="western" xml:lang="en"> <surname>Dzhulai</surname> <given-names>Anna Alekseevna</given-names> </name>   </name-alternatives>  <email xlink:type="simple">anura@bk.ru</email> <xref ref-type="aff" rid="aff1"/> </contrib>   <aff-alternatives id="aff1">   <aff xml:lang="ru">  <institution>ФГАОУ ВО «Московский политехнический университет»</institution>   <country>Россия</country> </aff>    <aff xml:lang="en">  <institution>FSBEI of HE «Moscow Polytechnic University»</institution>   <country>Russia</country> </aff>   </aff-alternatives>  </contrib-group>   <fpage>233</fpage> <lpage>237</lpage>   <abstract xml:lang="ru"> <p>с помощью средств визуального моделирования в среде Matlab-Simulink разработана компьютерная модель вероятностной нейронной сети, предназначенной для классификации данных на два класса. Показано, что использование средств визуального моделирования сложных систем из отдельных блоков имеет наглядный характер, что важно для обеспечения эффективности образовательного процесса по дисциплине «Нейронные сети». Методы визуального конструирования и программирования являются также перспективными для преподавания других математических и технических дисциплин.</p> </abstract>           <kwd-group xml:lang="ru">  <kwd>преподавание</kwd>  <kwd>нейронные сети</kwd>  <kwd>визуальное моделирование</kwd>  <kwd>среда Matlab-Simulink</kwd>  <kwd>базовые блоки</kwd>  <kwd>эталонные векторы</kwd>  <kwd>метрика Евклида</kwd>  <kwd>нейрон Гаусса</kwd>  </kwd-group>        </book-part-meta> </book-part> </front>  <back> <ref-list> <title>References</title>  <ref id="ref1"> <label>1</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Дебни Дж. Simulink 4. Секреты мастерства / Дж. Б. Дебни, Т.Л. Харман; пер. с англ. М.Л. Симонова. – М.: Бином. Лаборатория знаний, 2003. – 403 с.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Дебни</surname> <given-names>Дж. Б.</given-names> </name>  <name> <surname>Харман</surname> <given-names>Т. Л.</given-names> </name>  </person-group>   <article-title>Simulink 4. Секреты мастерства</article-title>               <publisher-loc>М.</publisher-loc> <publisher-name>БИНОМ. Лаборатория знаний</publisher-name>  </element-citation> </ref>  <ref id="ref2"> <label>2</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Каллан Р. Основные концепции нейронных сетей. – М.: Вильямс, 2003. – 288 с.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Калан</surname> <given-names>Р.</given-names> </name>  </person-group>   <article-title>Основные концепции нейронных сетей</article-title>               <publisher-loc>М.</publisher-loc> <publisher-name>Вильямс</publisher-name>  </element-citation> </ref>  <ref id="ref3"> <label>3</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Тарков М.С. Нейрокомпьютерные системы: Учебное пособие. – М.: Интернет-университет информационных технологий; БИНОМ. Лаборатория знаний, 2006. – 142 с.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Тарков</surname> <given-names>М. С.</given-names> </name>  </person-group>   <article-title>Нейрокомпьютерные системы</article-title>               <publisher-loc>М.</publisher-loc> <publisher-name>Интернет-Университет Информационных Технологий</publisher-name>  </element-citation> </ref>  <ref id="ref4"> <label>4</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Хайкин С. Нейронные сети: полный курс. – М.: Вильямс, 2016. – 1103 с.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Хайкин</surname> <given-names>С.</given-names> </name>  </person-group>   <article-title>Нейронные сети</article-title>               <publisher-loc>М.</publisher-loc> <publisher-name>Вильямс</publisher-name>  </element-citation> </ref>  <ref id="ref5"> <label>5</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Azar A.T. Probabilistic neural network for breast cancer classification / Ahmad Taher Azar, Shaimaa Ahmed El-Said // Neural Computing and Applications. – 2013. – Vol. 23. – Issue 6. – P. 1737–1751.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Azar</surname> <given-names>A. T.</given-names> </name>  <name> <surname>El-Said</surname> <given-names>S. A.</given-names> </name>  </person-group>   <article-title>Probabilistic neural network for breast cancer classification</article-title> <source>Neural Computing and Applications</source> <year>2013</year>  <issue>6</issue>           </element-citation> </ref>  <ref id="ref6"> <label>6</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Gran R.J. Numerical computing with Simulink. Volume 1. Creating simulations. – USA, Philadelphia: SIAM, 2007. – 327 p.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Gran</surname> <given-names>R. J.</given-names> </name>  </person-group>   <article-title>Numerical computing with Simulink. Volume 1. Creating simulations</article-title>               <publisher-loc>Philadelphia</publisher-loc> <publisher-name>SIAM</publisher-name>  </element-citation> </ref>  <ref id="ref7"> <label>7</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Karris S.T. Introduction to Simulink with Engineering Application. – USA, New York: Orchard publications, 2008. – 716 p.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Karris</surname> <given-names>S. T.</given-names> </name>  </person-group>   <article-title>Introduction to Simulink with Engineering Application</article-title>               <publisher-loc>New York</publisher-loc> <publisher-name>Orchard publications</publisher-name>  </element-citation> </ref>  <ref id="ref8"> <label>8</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Specht D.F. Probabilistic Neural Networks // Neural Networks. – 1990. – Vol. 3. – P. 109–118.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Specht</surname> <given-names>D. F.</given-names> </name>  </person-group>   <article-title>Probabilistic Neural Networks</article-title> <source>Neural Networks</source> <year>1990</year>  <issue>3</issue> <fpage>109</fpage> <lpage>118</lpage>         </element-citation> </ref>  <ref id="ref9"> <label>9</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Zaki M.J. Data mining and analysis. Fundamental Concepts and Algorithms / Mohammed J. Zaki, Wagner Meira. – Great Britain, Cambridge: Cambridge University Press, 2014. – 604 p.</mixed-citation>    </citation-alternatives> <element-citation publication-type="other">  <person-group person-group-type="author">  <name> <surname>Zaki</surname> <given-names>M. J.</given-names> </name>  <name> <surname>Meira</surname> <given-names>W.</given-names> </name>  </person-group>   <article-title>Data mining and analysis. Fundamental Concepts and Algorithms</article-title>               <publisher-loc>Cambridge</publisher-loc> <publisher-name>Cambridge University Press</publisher-name>  </element-citation> </ref>  </ref-list> </back>  </book>