In Reliable Reasoning, Gilbert Harman and Sanjeev Kulkarni—a philosopher and an engineer—argue that philosophy and cognitive science can benefit from statistical learning theory (SLT), the theory that lies behind recent advances in machine learning. The philosophical problem of induction, for example, is in part about the reliability of inductive reasoning, where the reliability of a method is measured by its statistically expected percentage of errors—a central topic in SLT.
After discussing philosophical attempts to evade the problem of induction, Harman and Kulkarni provide an admirably clear account of the basic framework of SLT and its implications for inductive reasoning. They explain the Vapnik-Chervonenkis (VC) dimension of a set of hypotheses and distinguish two kinds of inductive reasoning. The authors discuss various topics in machine learning, including nearest-neighbor methods, neural networks, and support vector machines. Finally, they describe transductive reasoning and suggest possible new models of human reasoning suggested by developments in SLT.
In Reliable Reasoning, Gilbert Harman and Sanjeev Kulkarni—a philosopher and an engineer—argue that philosophy and cognitive science can benefit from statistical learning theory (SLT), the theory that lies behind recent advances in machine learning. The philosophical problem of induction, for example, is in part about the reliability of inductive reasoning, where the reliability of a method is measured by its statistically expected percentage of errors—a central topic in SLT.
After discussing philosophical attempts to evade the problem of induction, Harman and Kulkarni provide an admirably clear account of the basic framework of SLT and its implications for inductive reasoning. They explain the Vapnik-Chervonenkis (VC) dimension of a set of hypotheses and distinguish two kinds of inductive reasoning. The authors discuss various topics in machine learning, including nearest-neighbor methods, neural networks, and support vector machines. Finally, they describe transductive reasoning and suggest possible new models of human reasoning suggested by developments in SLT.
In celebration of James Baldwin, the literary legend and civil rights champion, and the centennial of his birth, we are sharing a collection of his work. James Baldwin (1924–1987) was a novelist, essayist, playwright, poet, and social critic. His first novel, Go Tell It on the Mountain, appeared in 1953 to excellent reviews, and his essay collections Notes
The New York Times recently published their list “100 Best Books of the 21st Century.” We are pleased to announce that there are 49 titles published from Penguin Random House and its distribution clients included in this list. Browse our collection of Penguin Random House titles here. Browse the full list from The New York
In celebration of Park and Recreation Month in July, we are sharing books about national parks around the United States and about the parts of nature that make them exceptional and unique.
We are celebrating Disability Pride Month in July with books from disabled writers, artists, and activists who have fought to create a more inclusive world. Find our full collection of titles, which includes literature, memoir, and history here.
