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Transportation Big Data

Theory and Methods

Specificaties
Paperback, blz. | Engels
Elsevier Science | e druk, 2024
ISBN13: 9780443338915
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Elsevier Science e druk, 2024 9780443338915
€ 153,39
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Samenvatting

Transportation Big Data: Theory and Methods is centered on the big data theory and methods. Big data is now a key topic in transportation, simply because the volume of data has increased exponentially due to the growth in the amount of traffic (all modes) and detectors. This book provides a structured analysis of the commonly used methods for handling transportation big data; it is supported by a wealth of transportation engineering examples, together with codes. It offers a concise, yet comprehensive, description of the key techniques and important tools in transportation big data analysis.

Specificaties

ISBN13:9780443338915
Taal:Engels
Bindwijze:Paperback

Inhoudsopgave

1. Introduction<br>2. Data analysis in Python<br>3.Data preprocessing and exploratory data analysis<br>4. Data visualization<br>5. Machine learning basics<br>6. Linear model<br>7. Support vector machine<br>8. Decision tree<br>9. Clustering analysis<br>10. Ensemble learning<br>11. Artificial neural network<br>12. Deep learning

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€ 153,39
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        Transportation Big Data