Skip to main content

Human-Centered AI - Ben Shneiderman ****

Reading some popular science books is like biting into a luscious peach. Others are more like being presented with an almond - you have to do a lot of work to get through a difficult shell to get to the bit you want. This is very much an almond of a book, but it's worth the effort.

At the time of writing, two popular science topics have become so ubiquitous that it's hard to find anything new to say about them - neuroscience and artificial intelligence. Almost all the (many) AI books I've read have either been paeans to its wonders or dire warnings of how AI will take over the world or make opaque and biassed decisions that destroy lives. What is really refreshing about Ben Shneiderman's book is that it does neither of these - instead it provides an approach to benefit from AI without suffering the negative consequences. That's why it's an important piece of work.

To do this, Shneiderman takes us right back to the philosophical contrast between rationalism and empiricism. Rationalism, we discover, is driven by rules, logic and well-defined boundaries. Empiricists drive their understanding from observation of the real world where things are more fuzzy. Shneiderman then expands this distinction to that between science and innovation. Here, science is seen on focussing on the the essence of what is happening, while innovation is driven by applications. 

When we get to AI, Shneiderman argues that many AI researchers take the science approach - they want to understand how people think and to reproduce human-like intelligence in computers and human-like robots. The empirical, innovation-driven AI researchers, meanwhile, focus on ways that AI can not duplicate and supplant human abilities, but support them. It's the difference between providing a human replacement and an AI-driven super tool that enables the human to work far better. Although Shneiderman makes an effort to portray both sides fairly, there is no doubt that he comes down strongly on the empirical, innovation-driven side - human-centred AI. It is exploring this distinction that makes the book important. Shneiderman argues convincingly that we need to move from AI taking decisions and actions, replacing humans, to human-centred AI that augments human abilities.

Quite a lot of this is driven by the importance of the human-computer interface. Science-driven AI tends to have poor or non-existent user interface, with the AI's processes opaque and impossible to control, where innovation driven-AI puts a lot of importance on having meaningful controls and interface. It's frustrating, then, that someone so strong on good user interface produces a book that has such a bad one - instead of the narrative structure of good writing, Human-Centred AI has the dire, rigid structure of a business book or textbook. We get sections with an opening summary, then an introductory chapter that tells you what the section is going to tell you, then a bit of useful content, before a closing chapter that summarises the section. There is so much repetition of the basic points that it becomes really irritating. The interface of cameras on smartphones, for example, are used as exemplars almost word for word many times over. 

The useful content could be covered in a couple of magazine articles - yet when you hit the good stuff it is really good stuff. This is by no means the best way of putting the information across - nevertheless, by dint of this valuable message, it is one of the most important AI books of the last few years.

Hardback: 
Bookshop.org

  

Kindle:  
Using these links earns us commission at no cost to you
Review by Brian Clegg
Labels:

Comments

Post a Comment

Popular posts from this blog

The Decline and Fall of the Human Empire - Henry Gee ****

In his last book, Henry Gee impressed with his A (Very) Short History of Life on Earth - this time he zooms in on one very specific aspect of life on Earth - humans - and gives us not just a history, but a prediction of the future - our extinction. The book starts with an entertaining prologue, to an extent bemoaning our obsession with dinosaurs, a story that leads, inexorably towards extinction. This is a fate, Gee points out, that will occur for every species, including our own. We then cover three potential stages of the rise and fall of humanity (the book's title is purposely modelled on Gibbon) - Rise, Fall and Escape. Gee's speciality is palaeontology and in the first section he takes us back to explore as much as we can know from the extremely patchy fossil record of the origins of the human family, the genus Homo and the eventual dominance of Homo sapiens , pushing out any remaining members of other closely related species. As we move onto the Fall section, Gee gives ...
Post a Comment
Read more

The Autobiography – Charles Darwin ****

I have to confess to putting off reading this book until the last moment, as I expected it to be a typical piece of Victorian sentimental unreadable stodge. I was wrong. Darwin’s little book (only 150 small pages with appendices) was originally written for his own children, and displays a very personal style of writing – though, as son Francis comments, his style was always more populist than was common then: “In writing he sometimes showed the same strong tendency to strong expressions that he did in conversation. Thus in the Origin, p440, there is a description of a larvel [sic] cirripede ‘with six pairs of beautifully constructed natatory legs, a pair of magnificent compound eyes and extremely complex antennae’. We used to laugh at him for this sentence, which we compared to an advertisement.” The main book is delightful because it demonstrates Darwin’s self-depreciating modesty, and the fascinating path he took from enthusiastic shooter of game, to amateur geologist (still his...
Post a Comment
Read more

Zero Degrees of Empathy [The Science of Evil] – Simon Baron-Cohen ***

I’ve been a real fan of previous books by Simon Baron-Cohen like  The Essential Difference , so opening this was one was a pleasant prospect. What I found was a book that wasn’t  bad … but that could have been a lot better. I got the impression of a book that had been rushed out without a lot of work going into it. The thesis at the heart of the book – that one of the important ‘circuits’ of the brain is the one dealing with empathy, and that individuals sit on an empathy spectrum, with some residing at zero degrees of empathy – is an interesting one. Baron-Cohen introduces us to three key personality types he defines as ‘zero-negative’ including psychopaths, plus types that are ‘zero-positive’ like those with Asperger’s. In a way both of these definitions are odd, in that his zero-negatives can actually have a lot of the kind of empathy that involves being able to read another person’s emotional state, and his zero-negatives can have a lot of the kind of empathy i...
Post a Comment
Read more