title: Correcting English text using PPM models

authors: Teahan, W.J.

subjects: computer science

abstract: An essential component of many applications in natural language processing is a language modeler able to correct errors in the text being processed. For optical character recognition (OCR), poor scanning quality or extraneous pixels in the image may cause one or more characters to be mis-recognized; while for spelling correction, two characters may be transposed, or a character may be inadvertently inserted or missed out. 
This paper describes a method for correcting English text using a PPM model. A method that segments words in English text is introduced and is shown to be a significant improvement over previously used methods. A similar technique is also applied as a post-processing stage after pages have been recognized by a state-of-the-art commercial OCR system. We show that the accuracy of the OCR system can be increased from 95.9% to 96.6%, a decrease of about 10 errors per page.

text: Correcting English text using PPM models An essential component of many applications in natural language processing is a language modeler able to correct errors in the text being processed. For optical character recognition (OCR), poor scanning quality or extraneous pixels in the image may cause one or more characters to be mis-recognized; while for spelling correction, two characters may be transposed, or a character may be inadvertently inserted or missed out. 
This paper describes a method for correcting English text using a PPM model. A method that segments words in English text is introduced and is shown to be a significant improvement over previously used methods. A similar technique is also applied as a post-processing stage after pages have been recognized by a state-of-the-art commercial OCR system. We show that the accuracy of the OCR system can be increased from 95.9% to 96.6%, a decrease of about 10 errors per page.

year: 1997-11

title: Research laboratory survey

authors: Thomson, Kirsten

subjects: computer science

abstract: This report represents the results of a survey conducted by the University of Waikato Usability Laboratory of the research laboratories at the Department of Computer Science, The University of Waikato, Hamilton, New Zealand. The study was conducted on behalf of the Department of Computer Science. 
The goal of the research was to: Inform the development of future laboratories; Inform the process any of re-development of current laboratories; Provide information about the use and acceptance of the laboratories.

text: Research laboratory survey This report represents the results of a survey conducted by the University of Waikato Usability Laboratory of the research laboratories at the Department of Computer Science, The University of Waikato, Hamilton, New Zealand. The study was conducted on behalf of the Department of Computer Science. 
The goal of the research was to: Inform the development of future laboratories; Inform the process any of re-development of current laboratories; Provide information about the use and acceptance of the laboratories.

year: 2002-11

title: Researching the Process of Auahi Kore for Marae

authors: Masters-Awatere, Bridgette

abstract: • The current report is piece of a qualitative research exploring issues relating the development of Marae Auahi Kore. Such aspects as; factors that aid or impede the process, resources available or required by marae, and people's perceptions of the Auahi Kore brand were explored.

• Interviews were conducted with people from a variety of backgrounds. Research participants included: Marae Trustees, Public Health Workers, Runanga Staff as well as Kaumatua and Kuia. These people were identified as key informants for the current project. A total of 25 people were interviewed during March and April using an open interview schedule.

• Exploration into the Smokefree policies of marae was not pursued within the current project as this was not the focus nor the intent of the research. Project constraints such as time and budget meant there was a limit to what could be undertaken for the current piece of research.

text: Researching the Process of Auahi Kore for Marae • The current report is piece of a qualitative research exploring issues relating the development of Marae Auahi Kore. Such aspects as; factors that aid or impede the process, resources available or required by marae, and people's perceptions of the Auahi Kore brand were explored.

• Interviews were conducted with people from a variety of backgrounds. Research participants included: Marae Trustees, Public Health Workers, Runanga Staff as well as Kaumatua and Kuia. These people were identified as key informants for the current project. A total of 25 people were interviewed during March and April using an open interview schedule.

• Exploration into the Smokefree policies of marae was not pursued within the current project as this was not the focus nor the intent of the research. Project constraints such as time and budget meant there was a limit to what could be undertaken for the current piece of research.

year: 2000