Navigating Big Data Analytics Strategies for the Quality Systems Analyst.
Saved in:
| Main Author | |
|---|---|
| Format | Electronic eBook |
| Language | English |
| Published |
La Vergne :
ASQ Quality Press,
2021.
|
| Subjects | |
| Online Access | Full text |
| ISBN | 9781951058173 1951058178 |
| Physical Description | 1 online resource (135 p.) |
Cover
| LEADER | 00000cam a2200000Mu 4500 | ||
|---|---|---|---|
| 001 | kn-on1356005489 | ||
| 003 | OCoLC | ||
| 005 | 20240717213016.0 | ||
| 006 | m o d | ||
| 007 | cr cn||||||||| | ||
| 008 | 230107s2021 xx o ||| 0 eng d | ||
| 040 | |a EBLCP |b eng |c EBLCP |d UKAHL |d OCLCQ |d REDDC |d OCLCF |d OCLCQ |d OCLCO |d SXB | ||
| 020 | |a 9781951058173 | ||
| 020 | |a 1951058178 | ||
| 035 | |a (OCoLC)1356005489 | ||
| 100 | 1 | |a Mawby, William D. | |
| 245 | 1 | 0 | |a Navigating Big Data Analytics |h [electronic resource] : |b Strategies for the Quality Systems Analyst. |
| 260 | |a La Vergne : |b ASQ Quality Press, |c 2021. | ||
| 300 | |a 1 online resource (135 p.) | ||
| 500 | |a Description based upon print version of record. | ||
| 505 | 0 | |a Cover -- Title page -- CIP data -- Table of Contents -- List of Figures and Tables -- Introduction -- Chapter 1_An Introduction to -- Deep Learning -- When to Use This Technology -- Defining the Problem -- A Note About Technology -- Navigating Big Data -- Structure of This Book -- Chapter 2_Potential Data Problems and How They Arise -- Rapid Data Collection Concerns -- Format Concerns -- Off-line Testing Data -- Historical Data -- Expert Opinion -- HACCP Applications -- The Problem of Modified Data -- Prevalence of Data Problems -- Data Problem Impact | |
| 505 | 8 | |a Scoping the Issues Instead of All the Problems -- Chapter 3_Designed Experiments Versus Big Data Analysis -- Statistically Designed Experiments -- Chances of Observing Extreme Settings -- Big Data Limitations -- Costs of Experimentation -- Time Issues -- Coverage of Typical Conditions -- Measurement Error -- Expert Opinion -- Chapter 4_The Challenge of -- The Big Data Approach -- Evaluating the True Impact -- Types of Missing Values -- Big Data Processes -- More Data as a Solution -- The Importance of Identifying Missing Data -- Chapter 5_The Impact of Poor Randomization -- Randomization and Bias | |
| 505 | 8 | |a Practical Application -- Other Challenges -- Stability -- A Resampling Approach -- The Risk of Losing Data -- Chapter 6_Expert Opinion -- The Essential Difference of the Bayesian Approach -- Lessons from Extreme Priors -- Model Selection Impact -- Causal Analysis -- Chapter 7_Censored Data -- A Big Data Approach -- Shortcomings of Big Data and Censoring -- Correcting the Bias Problem -- Chapter 8_Other Potential Problems -- The Treatment of Outliers -- Missing Data Issues -- Decision Error -- Model Complexity -- Accumulation of Knowledge -- Some General Observations -- Conclusion -- End Notes | |
| 505 | 8 | |a Glossary -- Index -- About the Author | |
| 506 | |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty | ||
| 590 | |a Knovel |b Knovel (All titles) | ||
| 650 | 0 | |a Big data. | |
| 650 | 0 | |a Quality control. | |
| 655 | 7 | |a elektronické knihy |7 fd186907 |2 czenas | |
| 655 | 9 | |a electronic books |2 eczenas | |
| 776 | 0 | 8 | |i Print version: |a Mawby, William D. |t Navigating Big Data Analytics |d La Vergne : ASQ Quality Press,c2021 |z 9781951058159 |
| 856 | 4 | 0 | |u https://proxy.k.utb.cz/login?url=https://app.knovel.com/hotlink/toc/id:kpNBDASQS1/navigating-big-data?kpromoter=marc |y Full text |