Method and system for automatically detecting morphemes in a task classification system using lattices
View Patent ↗The invention concerns a method and corresponding system for building a phonotactic model for domain independent speech recognition. The method may include recognizing phones from a user's input communication using a current phonotactic model, detecting morphemes (acoustic and/or non-acoustic) from the recognized phones, and outputting the detected morphemes for processing. The method also updates the phonotactic model with the detected morphemes and stores the new model in a database for use by the system during the next user interaction. The method may also include making task-type classification decisions based on the detected morphemes from the user's input communication.
1. A method comprising:
recognizing, via a processor and with a current phonotactic model, phonemes using a combination of speech and touchscreen input from a first user input, to yield recognized phonemes;
transforming a prior probability distribution from a first domain to a second domain without speech transcriptions to yield a transformed prior probability distribution, wherein the first domain and the second domain comprise word sequence spaces;
creating, via the processor, a new phonotactic model associated with the second domain using morphemes detected from:
the recognized phonemes; and
the transformed prior probability distribution associated with the first domain, wherein the first domain is distinct from the second domain;
replacing, via the processor, the current phonotactic model with the new phonotactic model in a database;
recognizing, via the processor, further phonemes in second input using the new phototactic model.
2. The method of claim 1 , wherein the recognizing of the phonemes is further based on an environment of a user.
3. The method of claim 1 , wherein the morphemes are expressed in multimodal form.
4. The method of claim 1 , wherein the morphemes in the speech are derived from an action of a user.
5. The method of claim 4 , wherein the action of the user comprises a focus of attention of the user.
6. The method of claim 1 , operating in conjunction with one of a telephone network, Internet, an intranet, a cable television network, a local area network, and a wireless communication network.
7. A system comprising:
a processor; and
a computer-readable storage medium having instructions stored which, when executed by the processor, result in the processor performing operations comprising:
recognizing, using a current phonotactic model, phonemes using a combination of speech and touchscreen input from a first user input, to yield recognized phonemes;
transforming a prior probability distribution from a first domain to a second domain without speech transcriptions to yield a transformed prior probability distribution, wherein the first domain and the second domain comprise word sequence spaces;
creating a new phonotactic model associated with the second domain using morphemes detected from:
the recognized phonemes; and
the transformed prior probability distribution associated with the first domain, wherein the first domain is distinct from the second domain;
replacing the current phonotactic model with the new phonotactic model in a database;
recognizing further phonemes in second input using the new phototactic model.
8. The system of claim 7 , wherein the recognizing of the phonemes is further based on an environment of a user.
9. The system of claim 7 , wherein the morphemes are expressed in multimodal form.
10. The system of claim 7 , wherein the morphemes in the speech are derived from an action of a user.
11. The system of claim 10 , wherein the action of the user comprises a focus of attention of the user.
12. The system of claim 7 , operating in conjunction with one of a telephone network, Internet, an intranet, a cable television network, a local area network, and a wireless communication network.
13. A computer-readable storage device having instructions stored which, when executed by a computing device, result in the computing device performing operations comprising:
recognizing with a current phonotactic model, phonemes using a combination of speech and touchscreen input from a first user input, to yield recognized phonemes;
transforming a prior probability distribution from a first domain to a second domain without speech transcriptions to yield a transformed prior probability distribution, wherein the first domain and the second domain comprise word sequence spaces;
creating a new phonotactic model associated with the second domain using morphemes detected from:
the recognized phonemes; and
the transformed prior probability distribution associated with the first domain, wherein the first domain is distinct from the second domain;
replacing the current phonotactic model with the new phonotactic model in a database;
recognizing further phonemes in second input using the new phototactic model.
14. The computer-readable storage device of claim 13 , wherein the recognizing of the phonemes is further based on an environment of a user.
15. The computer-readable storage device of claim 13 , wherein the morphemes are expressed in multimodal form.