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How to Find a Needle in a Haystack
- From the Insider Threat to Solo Perpetrators
Af: Yair Neuman
Engelsk
Bogcover for How to Find a Needle in a Haystack af Yair Neuman, 9781032267234
Specifikationer
Sprog:
Engelsk
Sider:
120
ISBN-13:
9781032267234
Indbinding:
Paperback
ISBN-10:
1032267232
Kategori:
Udg. Dato:
9 okt 2024
Størrelse i cm:
21,6 x 13,8
Forlag:
Oplagsdato:
9 okt 2024
Forfatter(e):
Genre:

How to Find a Needle in a Haystack

- From the Insider Threat to Solo Perpetrators
Af: Yair Neuman
Engelsk
Paperback 2024
Format:
Paperback
Bog beskrivelse

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.

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Specifikationer
Sprog:
Engelsk
Sider:
120
ISBN-13:
9781032267234
Indbinding:
Paperback
ISBN-10:
1032267232
Kategori:
Udg. Dato:
9 okt 2024
Størrelse i cm:
21,6 x 13,8
Forlag:
Oplagsdato:
9 okt 2024
Forfatter(e):
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