From the earliest applications in astronomy, music, and biology, to the
design of today's user interfaces and search engines, geometric insights
have provided powerful tools and accurate scientific predictions. In
Geometry and Meaning,
these threads are gathered together and told as a single
evolving story. Mathematical models from ancient times to the present are
described for the general reader, together with the stories behind their
discovery, and their applications in the new and vibrant field of natural
language processing.
As well as a historical survey,
Geometry and Meaning
presents startling new
research to the scientific public for the first time. Computers can now
learn about the meaning of a word just by reading everyday documents,
even recognizing ambiguity and idiom. The logic used to explore the
meanings of an ambiguous word depends on whether the underlying
spatial model is continuous or discrete, and this relates the design of
search engines to one of today's great scientific mysteries—the
relationship between classical physics and quantum mechanics. In a
surprising conclusion, Aristotle, long thought of as a great scientist and
philosopher but a poor mathematician, shines through as the unlikely
hero of modern geometry.
Dominic Widdows received his doctorate in differential geometry from
Oxford in 2000, after which he spent three years as a Senior Researcher at
Stanford University's Center for the Study of Language and
Information. He is now a Senior Research Engineer working for MAYA
Design in Pittsburgh, Pennsylvania.
Visit the author's web site for Geometry and Meaning.
- Foreword ix
- Introduction xvi
- 1 Geometry, Numbers and Sets 1
- 2 The Graph Model: Networks of Concepts 41
- 3 The Vertical Direction: Concept Hierarchies 68
- 4 Measuring Similarity and Distance 98
- 5 Word-Vectors and Search Engines 132
- 6 Exploring Vector Spaces in One and More Languages 167
- 7 Logic with Vectors: AmbiguousWords and Quantum States 200
- 8 Concept Lattices: Binding Everything Loosely Together 246
- Conclusions and Curtain Call 289
- References 304
- Index 314
12/1/2004