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Sportinformatik: Modellbildung, Simulation, Datenanalyse Und Visualisierung Von Sportbezogenen Daten by Daniel Memmert

Sportinformatik: Modellbildung, Simulation, Datenanalyse Und Visualisierung Von Sportbezogenen Daten

by Daniel Memmert
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Book cover type: Paperback
  • ISBN13: 9783662670255
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer Spektrum
  • Publisher Imprint: Springer Spektrum
  • Publication Date:
  • Pages: 276
  • Original Price: EUR 41.58
  • Language: German
  • Edition: 1. Aufl. 2023
  • Item Weight: 418 grams
  • BISAC Subject(s): General

In den letzten Jahren ist die Sportinformatik extrem gewachsen, vor allem weil immer mehr und neuere Daten verfügbar wurden. Sportinformatische Tools - sei es im Training zur Gegnervorbereitung, im Wettkampf oder in der Wissenschaft - sind im Sport heute auf unterschiedlichen Expertise-Ebenen unverzichtbar. Durch den Einsatz in den vier gro en Anwendungsfeldern Vereine und Verbände, Wirtschaft, Wissenschaft sowie Medien ist ein völlig neuer Markt entstanden, der innerhalb der universitären Forschungs- und Lehraktivitäten zunehmend an Bedeutung gewinnt. Dieses Lehrbuch möchte der mittlerweile breiten Vielfalt der Sportinformatik gerecht werden, indem mehr als 30 Autorinnen und Autoren aus ihrem Spezialgebiet berichten und neueste Erkenntnisse prägnant zusammenfassen. Das Werk gliedert sich in vier Hauptabschnitte: Datensätze, Modellbildung, Simulation sowie Datenanalyse. Neben Hintergründen zu Programmiersprachen und zur Visualisierung wird es von der Historie und einem Ausblick eingerahmt. Studierende mit Bezug zur Sportwissenschaft erhalten einen umfassenden Einblick in die Sportinformatik, unterstützt durch ein didaktisch ausgefeiltes Konzept, das eine einfache Vermittlung der Lerninhalte ermöglicht. Zahlreiche digitale Übungsfragen untermauern den Lerneffekt und gewährleisten eine optimale Prüfungsvorbereitung. Für Fortgeschrittene bietet die vertiefende Diskussion von Zeitreihen Data Mining, künstlichen neuronalen Netzwerken, Convolution Kernel, Transfer Learning und Random Forests einen zusätzlichen Mehrwert.

​Prof. Dr. Daniel Memmert ist geschäftsführender Institutsleiter und Professor am Institut für Trainingswissenschaften und Sportinformatik an der Deutschen Sporthochschule Köln. Er ist Herausgeber und Autor zahlreicher Lehrbücher mit Arbeitsschwerpunkten in der Bewegungswissenschaft sowie in der Sportpsychologie und -informatik. Sein Institut organisiert zwei Zertifikatsstudiengänge (Spielanalyse Team Köln / Sportdirektor*in im Nachwuchsleistungs- und Amateurfußball) sowie den ersten internationalen Weiterbildungs-Masterstudiengang "Spielanalyse".

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