How to Find a Needle in a Haystack: From the Insider Threat to Solo Perpetrators Neuman Yair
How to Find a Needle in a Haystack: From the Insider Threat to Solo Perpetrators Neuman Yair Searching for a needle in a haystack is an important task in several contexts of data analysis and…
Specifikacia How to Find a Needle in a Haystack: From the Insider Threat to Solo Perpetrators Neuman Yair
How to Find a Needle in a Haystack: From the Insider Threat to Solo Perpetrators Neuman Yair
Searching for a needle in a haystack is an important task in several contexts of data analysis and decision-making. 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. 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.
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.
How to Find Your Way in the Dark
How to Find a Princess