Predictive safety analytics: reducing risk through modeling and machine learning
"Nearly all our safety data collection and reporting systems are backward-looking: incident reports; dashboards; compliance monitoring systems, and so on. This book shows how we can use safety data in a forward-looking, predictive sense. Predictive Safety Analytics: Reducing Risk through Modeli...
| Main Author: | |
|---|---|
| Format: | Print Book |
| Language: | English |
| Published: |
Boca Raton London New York
CRC Press, Taylor & Francis Group
2024
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| In: | Year: 2024 |
| Edition: | First edition |
| Online Access: |
Cover (lizenzpflichtig) Table of Contents |
| Check availability: | HBZ Gateway |
| Book acquisition: | Place book order |
| Subito Delivery Service: | Order now. |
| Keywords: |
MARC
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| 109 | |a Stevens, Robert |a Stevens, Robert H. | ||
| 245 | 1 | 0 | |a Predictive safety analytics |b reducing risk through modeling and machine learning |c Robert Stevens |
| 250 | |a First edition | ||
| 264 | 1 | |a Boca Raton |a London |a New York |b CRC Press, Taylor & Francis Group |c 2024 | |
| 300 | |a ix, 88 Seiten |b Illustrationen, Diagramme | ||
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| 337 | |a ohne Hilfsmittel zu benutzen |b n |2 rdamedia | ||
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| 490 | 0 | |a Reliability, maintenance, and safety engineering: a practical field view on getting work done effectively | |
| 505 | 8 | 0 | |a Safety in numbers : a data-driven approach -- Analytics defined -- The safety data repository -- Use cases -- Where to go from here. |
| 505 | 8 | 0 | |a 1. Safety in Numbers: A Data-Driven Approach. 2. Analytics Defined. 3. The Safety Data Repository. 4. Use Cases. 5. Where to Go from Here. |
| 520 | |a "Nearly all our safety data collection and reporting systems are backward-looking: incident reports; dashboards; compliance monitoring systems, and so on. This book shows how we can use safety data in a forward-looking, predictive sense. Predictive Safety Analytics: Reducing Risk through Modeling and Machine Learning contains real use cases where organizations have reduced incidents by employing predictive analytics to foresee and mitigate future risks. It discusses how Predictive Safety Analytics is an opportunity to break through the plateau problem where safety rate improvements have stagnated in many organizations. The book presents how the use of data, coupled with advanced analytical techniques, including machine learning, has become a proven and successful innovation. Emphasis is placed on how the book can "meet you where you are" by illuminating a path to get there, starting with simple data the organization likely already has. A highlight of the book is the real examples and case studies that will assist in generating thoughts and ideas for what might work for individual readers and how they can adapt the information to their particular situations. The book is written for professionals and researchers in system reliability, risk and safety assessment, quality control, operational managers in selected industries, data scientists, and ML engineers. Students taking courses in these areas will also find this book of interest"-- | ||
| 650 | 0 | |a Industrial safety- |x Simulation methods |2 DLC | |
| 650 | 0 | |a Industrial safety |x Statistical methods |2 DLC | |
| 650 | 0 | |a Predictive analytics |2 DLC | |
| 650 | 4 | |a Artificial Intelligence | |
| 650 | 4 | |a Automatic control engineering | |
| 650 | 4 | |a COM094000 | |
| 650 | 4 | |a Calculus & mathematical analysis | |
| 650 | 4 | |a Engineering: general | |
| 650 | 4 | |a Environmental science, engineering & technology | |
| 650 | 4 | |a Ergonomics | |
| 650 | 4 | |a Ergonomie | |
| 650 | 4 | |a Ingenieurswesen, Maschinenbau allgemein | |
| 650 | 4 | |a Künstliche Intelligenz | |
| 650 | 4 | |a Management: Produktion und Qualitätskontrolle | |
| 650 | 4 | |a Maschinenbau | |
| 650 | 4 | |a Mathematical modelling | |
| 650 | 4 | |a Mathematische Analysis, allgemein | |
| 650 | 4 | |a Mathematische Modellierung | |
| 650 | 4 | |a Mechanical engineering | |
| 650 | 4 | |a Production & quality control management | |
| 650 | 4 | |a Regelungstechnik | |
| 650 | 4 | |a Risikobewertung | |
| 650 | 4 | |a Risk Assessment | |
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