Informasi Umum

Kode

24.21.085

Klasifikasi

364.1 - Criminal offenses

Jenis

Buku - Elektronik (E-Book)

Subjek

Criminal Justice

No. Rak

9b

Dilihat

50 kali

Informasi Lainnya

Abstraksi

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.

Koleksi & Sirkulasi

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Pengarang

Nama Yair Neuman
Jenis Perorangan
Penyunting
Penerjemah

Penerbit

Nama CRC Press
Kota Boca Raton
Tahun 2022

Sirkulasi

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Denda harian IDR 0,00
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