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The interest of AI in problems related to understanding sounds has a rich history dating back to the ARPA Speech Understanding Project in the 1970s. While a great deal has been learned from this and subsequent speech understanding research, the goal of building systems that can understand general acoustic signals--continuous speech and/or non-speech sounds--from unconstrained environments is still unrealized. Instead, there are now systems that understand "clean" speech well in relatively noiseless laboratory environments, but that break down in more realistic, noisier environments. As seen...

"The true sign of intelligence is not knowledge but imagination." Albert Einstein Applied arti?cial intelligence researchers have been focusing on developing and employing methods and systems to solve real-life problems in all areas incl- ing engineering, science, industry, automation & robotics, business & ?nance, th cyberspace, and man-machine interactions. The 20 International Conference on Industrial, Engineering and Other Applications of Applied Intelligent S- tems (IEA/AIE-2007) held in Kyoto, Japan presented such work performed by many scientists worldwide. The previous IEA/AIE...

Representing some of the most advanced work on computers understanding speech, this collection of papers covers the work being done to integrate speech and non-speech understanding in computer systems.