Summary of Matrix Calculus, Kronecker Product and Tensor Product, by Yorick Hardy and Willi-hans Steeb

Dive into the intricate world of matrix calculus, Kronecker and tensor products with Hardy and Steeb. Unravel complex concepts with real-world examples!

Sunday, September 28, 2025

Matrix Calculus, Kronecker Product And Tensor Product: A Practical Approach To Linear Algebra, Multilinear Algebra And Tensor Calculus With Software Implementations (Third Edition), written by Yorick Hardy; Willi-hans Steeb

Welcome to the wonderfully perplexing world of linear algebra that may or may not cause you to question your life choices! Matrix Calculus, Kronecker Product and Tensor Product is a guide that promises to unravel the mesmerizing intricacies of linear algebra, multilinear algebra, and tensor calculus while making timely references to software implementations-because who wouldn't want a little coding spice with their math?

Now, let's break this down before your brain decides to stage a rebellion. The book primarily focuses on three main topics: matrix calculus (which is like regular calculus, but with a lot more drama), the alluring Kronecker product (trust me, it's not a trendy new restaurant), and the tensor product (which sounds like something Dr. Strange would use). The authors, Yorick Hardy and Willi-hans Steeb, aim to present a practical approach, which in layman's terms means they're throwing in some real-world examples so you don't lose your will to live midway through.

1. Matrix Calculus: If you thought matrices were just a fancy way to display numbers, think again! The authors delve into the derivatives of matrix functions and discuss various matrix identities that will make you look like a math wizard at your next dinner party. Spoiler alert: you will need to brush off your knowledge of calculus, but don't worry, it's a small price to pay for the ability to impress (or confuse) your friends with your newfound knowledge.

2. Kronecker Product: This mathematical operation is less about how to say it (let's be honest, it sounds like a bad magician's trick) and more about how it combines two matrices in a way that's as elaborate as your favorite soap opera plot. The authors explore the properties and applications of this product, leaving no stone unturned-because why wouldn't you want to know how to manipulate matrices as if they were playdough?

3. Tensor Product: Finally, we arrive at the tensor product, which is where linear algebra takes a real leap into the next dimension-literally! Hardy and Steeb guide you through this concept that combines vectors in ways that make them far more complex than they need to be. Expect to learn about multilinear mappings, and just when you think you've grasped it-they throw in some application bits that might just cause your brain to short-circuit.

Each section is generously sprinkled with software implementations because, let's face it, no one has the time to calculate everything by hand in this day and age. Plus, who doesn't enjoy a good programming challenge?

In summary, this book is like a treasure map for the mathematically inclined. Sure, it may feel overwhelming at times, but navigating through matrix and tensor calculus with Hardy and Steeb as your guides is sure to be a wild ride. So grab your calculator, prep your coding skills, and let the mathematical adventures begin!

Author's photo - Maddie Page
Maddie Page

Classics, bestsellers, and guilty pleasures-none are safe from my sarcastic recaps. I turn heavy reads into lighthearted summaries you can actually enjoy. Warning: may cause random outbursts of laughter while pretending to study literature.

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➡️ Matrix Calculus, Kronecker Product And Tensor Product: A Practical Approach To Linear Algebra, Multilinear Algebra And Tensor Calculus With Software Implementations (Third Edition)

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