METHOD FOR IMPROVING ACCURACY OF TOUCH SCREEN EVENT ANALYSIS BY USE OF SPATIOTEMPORAL TOUCH PATTERNS
First Claim
1. A method of analyzing touch screen events based on characterization of features derived from each touch event, the method comprising:
- detecting touch events on a touch sensitive surface;
generating vibro-acoustic waveform signals using at least one sensor associated with the touch events;
converting the waveform signals into at least one domain signal;
extracting distinguishing features from said domain signal; and
classifying said features to analyze the domain signal by employing spatiotemporal event data to weight the analysis of the touch events.
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Abstract
A method of classifying touch screen events uses known non-random patterns of touch events over short periods of time to increase the accuracy of analyzing such events. The method takes advantage of the fact that after one touch event, certain actions are more likely to follow than others. Thus if a touch event is classified as a knock, and then within 500 ms a new event in a similar location occurs, but the classification confidence is low (e.g., 60% nail, 40% knuckle), the classifier may add weight to the knuckle classification since this touch sequence is far more likely. Knowledge about the probabilities of follow-on touch events can be used to bias subsequent classification, adding weight to particular events.
34 Citations
15 Claims
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1. A method of analyzing touch screen events based on characterization of features derived from each touch event, the method comprising:
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detecting touch events on a touch sensitive surface; generating vibro-acoustic waveform signals using at least one sensor associated with the touch events; converting the waveform signals into at least one domain signal; extracting distinguishing features from said domain signal; and classifying said features to analyze the domain signal by employing spatiotemporal event data to weight the analysis of the touch events. - View Dependent Claims (2, 3, 4, 5)
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6. A method of classifying multiple touch event sequences in touch screen devices to improve the accuracy of determining the characteristics of the touch events imparted to a touch screen;
- the method comprising;
analyzing each touch event in said sequence to determine within a level of confidence what hand part caused the touch event; determining likelihoods of possible hand part touch event sequences; and combining said level of confidence for each touch event in said sequence and said likelihoods of possible hand part sequences to produce a most likely result of what hand part actually generated each touch event in said sequence. - View Dependent Claims (7, 8, 9, 10)
- the method comprising;
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11. A computer readable medium containing instructions for classifying multiple touch event sequences in touch screen devices to improve the accuracy of determining the characteristics of the touch events imparted to a touch screen, wherein execution of the program instructions by a processor causes the processor to:
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analyze each touch event in said sequence to determine within a level of confidence what hand part caused the touch event; determine likelihoods of possible hand part touch event sequences; and combine said level of confidence for each touch event in said sequence and said likelihoods of possible hand part sequences to produce a most likely result of what hand part actually generated each touch event in said sequence. - View Dependent Claims (12, 13, 14, 15)
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Specification