Author name: bassamek

Generalized Linear Models

Download pdf here: Supervised Learning with Generalized Linear Model – A Matricial Formulation 1. Introduction The purpose of this note is to provide an introduction to the Generalized Linear Model and a matricial formulation of statistical learning derived from the class of exponential distributions with dispersion parameter. We assume that the reader is comfortable with linear algebra and multivariable …

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Bitcoin – Private key, Public key, and Addresses

Download pdf here: Bitcoin Key and Addresses 1. Introduction and Bitcoin’s elliptic curve review The objective of this post is to introduce the reader to Bitcoin’s private and public keys, and to the Bitcoin addresses used in Pay to Public Key Hash transactions (P2PKH) and Pay to Script Hash transactions (P2SH). As was previously introduced in the Elliptic …

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Monero – Content

The Monero Building Blocks series is the result of a personal interest in the mathematical underpinnings of Monero. My interest is primarily derived from Monero’s ability to conceal information about senders, receivers and transacted amounts, all the while maintaining proper operation of the network. It is my hope that this typescript help the reader understand …

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Elliptic Curve Groups – Crypto Theoretical Minimum

Download pdf here: Elliptic Curve Groups 1. Introduction and motivation The sempiternel question of how to gain and maintain power has haunted the minds of humanity’s brightest and darkest since the dawn of civilization. Be it physical (e.g., military) or economical (e.g., wealth), power’s very existence relied in part on access to information. Asymmetric information that …

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Groups and Finite Fields – Crypto Theoretical Minimum

Download pdf here: Groups and Finite Fields 1. Introduction Group, field and elliptic curve theories make a regular appearance in the study of crypto-assets including but not limited to cryptocurrencies. For example, the security strength of a number of crypto-specific primitives relies on the math of elliptic curve groups over finite fields. These groups constitute a …

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