Nearest Neighbour - Based Indonesian G 2 P Conversion
نویسنده
چکیده
Grapheme-to-phoneme conversion (G2P), also known as letter-to-sound conversion, is an important module in both speech synthesis and speech recognition. The methods of G2P give varying accuracies for different languages although they are designed to be language independent. This paper discusses a new model based on the pseudo nearest neighbour rule (PNNR) for Indonesian G2P. In this model, a partial orthogonal binary code for graphemes, contextual weighting, and neighbourhood weighting are introduced. Testing to 9,604 unseen words shows that the model parameters are easy to be tuned to reach high accuracy. Testing to 123 sentences containing homographs shows that the model could disambiguate homographs if it uses a long graphemic context.Compared to an information gain tree, PNNR gives a slightly higher phoneme error rate, but it could disambiguate homographs.
منابع مشابه
Modified Grapheme Encoding and Phonemic Rule to Improve PNNR-Based Indonesian G2P
A grapheme-to-phoneme conversion (G2P) is very important in both speech recognition and synthesis. The existing Indonesian G2P based on pseudo nearest neighbour rule (PNNR) has two drawbacks: the grapheme encoding does not adapt all Indonesian phonemic rules and the PNNR should select a best phoneme from all possible conversions even though they can be filtered by some phonemic rules. In this p...
متن کاملNeural Network Based Recognition System Integrating Feature Extraction and Classification for English Handwritten
Handwriting recognition has been one of the active and challenging research areas in the field of image processing and pattern recognition. It has numerous applications that includes, reading aid for blind, bank cheques and conversion of any hand written document into structural text form. Neural Network (NN) with its inherent learning ability offers promising solutions for handwritten characte...
متن کاملNearest Neighbour Graph Realizability is NP-hard
1 I n t r o d u c t i o n This paper investigates the problem of realizing a given graph G as a "nearest neighbour graph" of a set P of points in the plane. Roughly speaking, a "nearest neighbour graph" is a geometric graph formed from a set of points in the plane by joining two points if one is the nearest neighbour of the other. Fig. 1. A mutual nearest neighbour graph One specific kind of ne...
متن کاملFractal Approximate Nearest Neighbour Search in Log-Log Time
Nearest neighbour searches in the image plane are among the most frequent problems in a variety of computer vision and image processing tasks. They can be used to replace missing values in image filtering, or to group close objects in image segmentation, or to access neighbouring points of interest in feature extraction. In particular, we address two nearest neighbour problems: The nearest neig...
متن کاملWeb Based Preliminary Process Planning of Cast Components
This paper presents a virtual foundry environment that can be accessed over Internet by design and manufacturing engineers, for preliminary process planning of cast components. The plans are automatically generated by case based reasoning using the nearest neighbor algorithm. An interactive facility is also provided for handling entirely new cases that do not have matching cases in the database...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2014