Huffman scanning: Using language models within fixed-grid keyboard emulation
نویسندگان
چکیده
Individuals with severe motor impairments commonly enter text using a single binary switch and symbol scanning methods. We present a new scanning method -Huffman scanning - which uses Huffman coding to select the symbols to highlight during scanning, thus minimizing the expected bits per symbol. With our method, the user can select the intended symbol even after switch activation errors. We describe two varieties of Huffman scanning - synchronous and asynchronous -and present experimental results, demonstrating speedups over row/column and linear scanning.
منابع مشابه
Huffman and linear scanning methods with statistical language models.
Current scanning access methods for text generation in AAC devices are limited to relatively few options, most notably row/column variations within a matrix. We present Huffman scanning, a new method for applying statistical language models to binary-switch, static-grid typing AAC interfaces, and compare it to other scanning options under a variety of conditions. We present results for 16 adult...
متن کاملAsynchronous fixed-grid scanning with dynamic codes
In this paper, we examine several methods for including dynamic, contextually-sensitive binary codes within indirect selection typing methods using a grid with fixed symbol positions. Using Huffman codes derived from a character n-gram model, we investigate both synchronous (fixed latency highlighting) and asynchronous (self-paced using long versus short press) scanning. Additionally, we look a...
متن کاملScanning methods and language modeling for binary switch typing
We present preliminary experiments of a binary-switch, static-grid typing interface making use of varying language model contributions. Our motivation is to quantify the degree to which language models can make the simplest scanning interfaces – such as showing one symbol at a time rather than a scanning a grid – competitive in terms of typing speed. We present a grid scanning method making use...
متن کاملReverse-Engineering Scanning Keyboards
Scanning or soft keyboards are alternatives to physical computer keyboards that allow users with motor disabilities to compose text and control the computer using a small number of input actions. In this paper, we present the reverse Huffman algorithm (RHA), a novel Information Theoretic method that extracts a representative latent probability distribution from a given scanning keyboard design....
متن کاملA Reverse-Huffman Algorithm for Text Entry Interface Evaluation
Scanning or soft keyboards display symbols to be selected when highlighted in an order. People with disabilities use these interfaces to compose text by using one or two input actions. We present a reverseHuffman algorithm (RHA) that extracts a representative latent probability distribution from a soft keyboard design and evaluates and compares it with other designs using the Jensen-Shannon Div...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Computer speech & language
دوره 27 6 شماره
صفحات -
تاریخ انتشار 2013