How to Find a Needle in a Haystack: From the Insider Threat to Solo Perpetrators

Searching for a needle in a haystack is an important task in several contexts of data analysis...
$218.28 SGD
$218.28 SGD
SKU: 9781032229768
Product Type: Books
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Author: Yair Neuman
Format: Hardcover
Language: English
Subtotal: $218.28
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How to Find a Needle in a Haystack: From the Insider Threat to Solo Perpetrators by Neuman, Yair

How to Find a Needle in a Haystack: From the Insider Threat to Solo Perpetrators

$218.28

How to Find a Needle in a Haystack: From the Insider Threat to Solo Perpetrators

$218.28
Author: Yair Neuman
Format: Hardcover
Language: English

Searching for a needle in a haystack is an important task in several contexts of data analysis and decision-making. Examples include identifying the insider threat within an organization, the prediction of failure in industrial production, or pinpointing the unique signature of a solo perpetrator, such as a school shooter or a lone wolf terrorist. It is a challenge different from that of identifying a rare event (e.g., a tsunami) or detecting anomalies because the "needle" is not easily distinguished from the haystack. This challenging context is imbued with particular difficulties, from the lack of sufficient data to train a machine learning model through the identification of the relevant features and up to the painful price of false alarms, which might cause us to question the relevance of machine learning solutions even if they perform well according to common performance criteria. In this book, Prof. Neuman approaches the problem of finding the needle by specifically focusing on the human factor, from solo perpetrators to insider threats. Providing for the first time a deep, critical, multidimensional, and methodological analysis of the challenge, the book offers data scientists and decision makers a deep scientific foundational approach combined with a pragmatic practical approach that may guide them in searching for a needle in a haystack.



Author: Yair Neuman
Publisher: CRC Press
Published: 09/05/2022
Pages: 120
Binding Type: Hardcover
Weight: 0.67lbs
Size: 8.50h x 5.50w x 0.38d
ISBN: 9781032229768

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